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Server Command-line Interface</span></a></li><li class="level-2"><a 
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Webhooks</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/channel/"><span>Channel</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/batchimport/"><span>Importing Data in 
Batch</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/analytics/"><span>Using Analytics 
Tools</span></a></li></ul></li><li class="level-1"><a class="exp
 andible" href="#"><span>Choosing an Algorithm(s)</span></a><ul><li 
class="level-2"><a class="final" href="/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>ML 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" 
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 hoose/"><span>Choosing Evaluation Metrics</span></a></li><li 
class="level-2"><a class="final" href="/evaluation/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" 
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Store</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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 ndation Demo</span></a></li><li class="level-2"><a class="final" 
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Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a 
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href="/community/contribute-webhook/"><span>Contribute a 
Webhook</span></a></li><li class="level-2"><a class="final" 
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Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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 #"><span>Getting Help</span></a><ul><li class="level-2"><a class="final" 
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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></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="la
 st">Developing Engines with IntelliJ IDEA</span></li></ul></div><div 
id="page-title"><h1>Developing Engines with IntelliJ 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> <li> <a 
href="#loading-a-template-into-intellij-idea">Loading a Template Into Intellij 
IDEA</a> </li> </ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-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><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/intel
 liJ-scala-plugin-09ee074a.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-2-592c697f.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><div 
class="alert-message info"><p>It is very important to run at least <code>pio 
build</code> once in your engine directory so that the project correctly 
recognizes the version of PredictionIO that you are using. If you upgraded your 
PredictionIO installation later, you will need to run <code>pio build</code> 
again in order for the engine to pick up the latest version of 
PredictionIO.</p></div><p>Create an engine directory from a template. This 
requires that you install a template that you wish to start from
  or modify. 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 that 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 PredictionIO server, continue on to the rest of the steps.</p><div 
class="alert-message info"><p>If you are running on OS X, you will need to do 
the following due to this <a href="http://bit.ly/12Abtvn";>known 
issue</a>.</p></div><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>
+<!DOCTYPE html><html><head><title>Developing Engines with IntelliJ 
IDEA</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="Developing Engines with IntelliJ 
IDEA"/><link rel="canonical" 
href="https://docs.prediction.io/resources/intellij/"/><link 
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rel="stylesheet" type="text/css"/><script 
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true });}catch(e){}</script></head><body><div id="global"><header><div 
class="container" id="header-wrapper"><div class="row"><div 
class="col-sm-12"><div id="logo-wrapper"><span id="drawer-toggle"></span><a 
href="#"></a><a href="http://predictionio.incubator.apache.org/";><img 
alt="PredictionIO" id="logo" 
src="/images/logos/logo-ee2b9bb3.png"/></a></div><div id="menu-wrapper"><div 
id="pill-wrapper"><a class="pill left" 
href="//templates.prediction.io/">TEMPLATES</a> <a class="pill right" 
href="//github.com/apache/incubator-predictionio/">OPEN 
SOURCE</a></div></div><img class="mobile-search-bar-toggler hidden-md 
hidden-lg" 
src="/images/icons/search-glass-704bd4ff.png"/></div></div></div></header><div 
id="search-bar-row-wrapper"><div class="container-fluid" 
id="search-bar-row"><div class="row"><div class="col-md-9 col-sm-11 
 col-xs-11"><div class="hidden-md hidden-lg" 
id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Developing Engines 
with IntelliJ IDEA</h4></div><h4 class="hidden-sm hidden-xs">PredictionIO 
Docs</h4></div><div class="col-md-3 col-sm-1 col-xs-1 hidden-md hidden-lg"><img 
id="left-menu-indicator" 
src="/images/icons/down-arrow-dfe9f7fe.png"/></div><div class="col-md-3 
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src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img 
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id="st-search-input" class="st-search-input" placeholder="Search 
Doc..."/></div><img class="swiftype-row-hider hidden-md hidden-lg" 
src="/images/icons/drawer-toggle-active-fcbef12a.png"/></form></div></div><div 
class="mobile-left-menu-toggler hidden-md 
hidden-lg"></div></div></div></div><div id="page" class="container-fluid"><div 
class="row
 "><div id="left-menu-wrapper" class="col-md-3"><nav id="nav-main"><ul><li 
class="level-1"><a class="expandible" href="/"><span>Apache PredictionIO 
(incubating) Documentation</span></a><ul><li class="level-2"><a class="final" 
href="/"><span>Welcome to Apache PredictionIO 
(incubating)</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Getting Started</span></a><ul><li class="level-2"><a 
class="final" href="/start/"><span>A Quick Intro</span></a></li><li 
class="level-2"><a class="final" href="/install/"><span>Installing Apache 
PredictionIO (incubating)</span></a></li><li class="level-2"><a class="final" 
href="/start/download/"><span>Downloading an Engine Template</span></a></li><li 
class="level-2"><a class="final" href="/start/deploy/"><span>Deploying Your 
First Engine</span></a></li><li class="level-2"><a class="final" 
href="/start/customize/"><span>Customizing the 
Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>I
 ntegrating with Your App</span></a><ul><li class="level-2"><a class="final" 
href="/appintegration/"><span>App Integration Overview</span></a></li><li 
class="level-2"><a class="expandible" href="/sdk/"><span>List of 
SDKs</span></a><ul><li class="level-3"><a class="final" 
href="/sdk/java/"><span>Java & Android SDK</span></a></li><li 
class="level-3"><a class="final" href="/sdk/php/"><span>PHP 
SDK</span></a></li><li class="level-3"><a class="final" 
href="/sdk/python/"><span>Python SDK</span></a></li><li class="level-3"><a 
class="final" href="/sdk/ruby/"><span>Ruby SDK</span></a></li><li 
class="level-3"><a class="final" href="/sdk/community/"><span>Community Powered 
SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Deploying an Engine</span></a><ul><li 
class="level-2"><a class="final" href="/deploy/"><span>Deploying as a Web 
Service</span></a></li><li class="level-2"><a class="final" 
href="/cli/#engine-commands"><span>Engine Command-line Int
 erface</span></a></li><li class="level-2"><a class="final" 
href="/deploy/monitoring/"><span>Monitoring Engine</span></a></li><li 
class="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting 
Engine Parameters</span></a></li><li class="level-2"><a class="final" 
href="/deploy/enginevariants/"><span>Deploying Multiple Engine 
Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Customizing an Engine</span></a><ul><li class="level-2"><a 
class="final" href="/customize/"><span>Learning DASE</span></a></li><li 
class="level-2"><a class="final" href="/customize/dase/"><span>Implement 
DASE</span></a></li><li class="level-2"><a class="final" 
href="/customize/troubleshooting/"><span>Troubleshooting Engine 
Development</span></a></li><li class="level-2"><a class="final" 
href="/api/current/#package"><span>Engine Scala 
APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Collecting and Analyzing Data</span></a><ul>
 <li class="level-2"><a class="final" href="/datacollection/"><span>Event 
Server Overview</span></a></li><li class="level-2"><a class="final" 
href="/cli/#event-server-commands"><span>Event Server Command-line 
Interface</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/eventapi/"><span>Collecting Data with 
REST/SDKs</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/webhooks/"><span>Unifying Multichannel Data with 
Webhooks</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/channel/"><span>Channel</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/batchimport/"><span>Importing Data in 
Batch</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/analytics/"><span>Using Analytics 
Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Choo
 sing an Algorithm(s)</span></a><ul><li class="level-2"><a class="final" 
href="/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>ML 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 Evalu
 ation Metrics</span></a></li><li class="level-2"><a class="final" 
href="/evaluation/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>Engine Template Gallery</span></a><ul><li 
class="level-2"><a class="final" 
href="http://templates.prediction.io";><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/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 
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></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 IntelliJ 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> <li> <a 
href="#loading-a-template-into-intellij-idea">Loading a Template Into Intellij 
IDEA</a> </li> </ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-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><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-09ee074a.png"/></p><p>Click 
<em>Install JetBrains plugin...</em>, the search for <em>Scala</em>. You should 
arrive at something simila
 r to the following.</p><p><img alt="Scala Plugin" 
src="/images/intellij/intellij-scala-plugin-2-592c697f.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><div 
class="alert-message info"><p>It is very important to run at least <code>pio 
build</code> once in your engine directory so that the project correctly 
recognizes the version of PredictionIO that you are using. If you upgraded your 
PredictionIO installation later, you will need to run <code>pio build</code> 
again in order for the engine to pick up the latest version of 
PredictionIO.</p></div><p>Create an engine directory from a template. This 
requires that you install a template that you wish to start from or modify. 
Follow template <a href="/start/download">install</a> and <a 
href="/start/deploy">deploy</a> instructions or go through the <a href="/templ
 ates/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 that 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 PredictionIO server, 
continue on to the rest of the steps.</p><div class="alert-message info"><p>If 
you are running on OS X, you will need to do the following due to this <a 
href="http://bit.ly/12Abtvn";>known issue</a>.</p></div><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 cla
 ss="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 either refresh the project automatically or prompt you 
to refresh.</p><h3 id='dependencies' 
class='header-anchors'>Dependencies</h3><p>IntelliJ has the annoying tendency 
to drop some dependencies when you refresh your build.sbt after any changes. To 
avoid this we put any jars that must be available at runtime into a separate 
empty module in the project then we make the main engine project depend on this 
dummy module for runtime classes.</p><p>Right click on the project and click 
<em>Open Module Settings</em>. In the second modules column hit 
<strong>+</strong> and create a new Scala module. Name it pio-runtime-jars and 
add these assemblies under the module dependencies tab and remember to change 
the scope of the jars to <strong>runtime</strong>:</p> <ul> <li><p> 
<code>pio-assembly-0.9.6.jar</code></p><p>This
  JAR can be found inside the <code>assembly</code> or <code>lib</code> 
directory of your PredictionIO installation directory.</p></li> <li><p> 
<code>spark-assembly-1.5.2-hadoop2.4.0.jar</code></p><p>This JAR can be found 
inside the <code>assembly</code> or <code>lib</code> directory of your Apache 
Spark installation directory.</p></li> </ul> <p><img alt="Create empty module 
and add dependencies" 
src="/images/intellij/pio-runtime-jar-deps-3f3c99d9.png"/></p><p>Now make your 
engine module dependent on the pio-runtime-jars module for scope = runtime. 
</p><p><img alt="Create empty module and add dependencies" 
src="/images/intellij/pio-runtime-jars-266e8c1b.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><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3</pre></td><td class="code"><pre>Main class: 
io.prediction.workflow.CreateWorkflow

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 >(incubating)</span></a></li><li class="level-2"><a class="final" 
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 >the Engine</spa
 n></a></li></ul></li><li class="level-1"><a class="expandible" 
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class="final" href="/sdk/java/"><span>Java & Android SDK</span></a></li><li 
class="level-3"><a class="final" href="/sdk/php/"><span>PHP 
SDK</span></a></li><li class="level-3"><a class="final" 
href="/sdk/python/"><span>Python SDK</span></a></li><li class="level-3"><a 
class="final" href="/sdk/ruby/"><span>Ruby SDK</span></a></li><li 
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SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a 
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 -2"><a class="final" href="/cli/#engine-commands"><span>Engine Command-line 
Interface</span></a></li><li class="level-2"><a class="final" 
href="/deploy/engineparams/"><span>Setting Engine Parameters</span></a></li><li 
class="level-2"><a class="final" href="/deploy/enginevariants/"><span>Deploying 
Multiple Engine Variants</span></a></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Customizing an Engine</span></a><ul><li 
class="level-2"><a class="final" href="/customize/"><span>Learning 
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href="/customize/dase/"><span>Implement DASE</span></a></li><li 
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APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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class="level-2"><a c
 lass="final" href="/datacollection/"><span>Event Server 
Overview</span></a></li><li class="level-2"><a class="final" 
href="/cli/#event-server-commands"><span>Event Server Command-line 
Interface</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/eventapi/"><span>Collecting Data with 
REST/SDKs</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/webhooks/"><span>Unifying Multichannel Data with 
Webhooks</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/channel/"><span>Channel</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/batchimport/"><span>Importing Data in 
Batch</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/analytics/"><span>Using Analytics 
Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Choosing an Algorithm(s)</sp
 an></a><ul><li class="level-2"><a class="final" 
href="/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>ML 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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class="level-2"><a class="final" 
href="/evaluation/evaluationdashboard/"><span>Evaluation 
Dashboard</span></a></li><li class="level-2"><a class="final" 
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 </li><li class="level-2"><a class="final" 
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Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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class="final" href="/system/"><span>Architecture Overview</span></a></li><li 
class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using 
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href="http://templates.prediction.io";><span>Browse</span></a></li><li 
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class="last">Upgrade Instructions</span></li></ul></div><div 
 id="page-title"><h1>Upgrade Instructions</h1></div></div><div 
id="table-of-content-wrapper"><h5>On this page</h5><aside 
id="table-of-contents"><ul> <li> <a href="#how-to-upgrade">How to upgrade</a> 
</li> <li> <a href="#additional-notes-for-specific-versions-upgrade">Additional 
Notes for Specific Versions Upgrade</a> <ul> <li> <a 
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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">Upgrade Instructions</span></li></ul></div><div 
id="page-title"><h1>Upgrade Instructions</h1></div></div><div 
class="content"><p>This page highlights major changes in each version and 
upgrade tools.</p><h1 id='how-to-upgrade' class='header-anchors'>How to 
upgrade</h1><p>To upgrade and use new version of PredictionIO, do the 
following:</p> <ul> <li>Download and unzip the new PredictionIO binary (the 
download path can be found in the <a 
href="/install/install-linux/#method-2:-manual-install">Download PredictionIO 
section</a>)</li> <li>Retain the setting from current 
PredictionIO/conf/pio-env.sh to the new PredictionIO/conf/pio-env.sh.</li> 
<li>If you have added PredictionIO/bin to your <code>PATH</code> environment 
vari
 able before, change it to the new PredictionIO/bin as well.</li> </ul> <h1 
id='additional-notes-for-specific-versions-upgrade' 
class='header-anchors'>Additional Notes for Specific Versions Upgrade</h1><p>In 
addition, please take notes of the following for specific version 
upgrade.</p><h2 id='upgrade-to-0.9.2' class='header-anchors'>Upgrade to 
0.9.2</h2><p>The Spark dependency has been upgraded to version 1.3.0. All 
engines must be rebuilt against it in order to work.</p><p>Open and edit 
<code>build.sbt</code> of your engine, and look for these two lines:</p><div 
class="highlight scala"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+<!DOCTYPE html><html><head><title>Upgrade Instructions</title><meta 
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active" href="/resources/upgrade/"><span>Upgrade 
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 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">Upgrade Instructions</span></li></ul></div><div 
id="page-title"><h1>Upgrade Instructions</h1></div></div><div 
id="table-of-content-wrapper"><h5>On this page</h5><aside 
id="table-of-contents"><ul> <li
 > <a href="#how-to-upgrade">How to upgrade</a> </li> <li> <a 
 > href="#additional-notes-for-specific-versions-upgrade">Additional Notes for 
 > Specific Versions Upgrade</a> <ul> <li> <a href="#upgrade-to-0-9-2">Upgrade 
 > to 0.9.2</a> </li> <li> <a href="#upgrade-to-0-9-0">Upgrade to 0.9.0</a> 
 > </li> <li> <a href="#upgrade-to-0-8-4">Upgrade to 0.8.4</a> </li> <li> <a 
 > href="#upgrade-from-0-8-2-to-0-8-3">Upgrade from 0.8.2 to 0.8.3</a> </li> 
 > <li> <a href="#schema-changes-in-0-8-2">Schema Changes in 0.8.2</a> </li> 
 > <li> <a 
 > href="#experimental-upgrade-tool-upgrade-hbase-schema-from-0-8-0-0-8-1-to-0-8-2">Experimental
 >  upgrade tool (Upgrade HBase schema from 0.8.0/0.8.1 to 0.8.2)</a> </li> 
 > </ul> </li> </ul> </aside><hr/><a id="edit-page-link" 
 > href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/resources/upgrade.html.md";><img
 >  src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div 
 > class="content-header hidden-sm hidden-xs"><div id="breadcrumbs" cl
 ass="hidden-sm hidden xs"><ul><li><a href="#">Resources</a><span 
class="spacer">&gt;</span></li><li><span class="last">Upgrade 
Instructions</span></li></ul></div><div id="page-title"><h1>Upgrade 
Instructions</h1></div></div><div class="content"><p>This page highlights major 
changes in each version and upgrade tools.</p><h1 id='how-to-upgrade' 
class='header-anchors'>How to upgrade</h1><p>To upgrade and use new version of 
PredictionIO, do the following:</p> <ul> <li>Download and unzip the new 
PredictionIO binary (the download path can be found in the <a 
href="/install/install-linux/#method-2:-manual-install">Download PredictionIO 
section</a>)</li> <li>Retain the setting from current 
PredictionIO/conf/pio-env.sh to the new PredictionIO/conf/pio-env.sh.</li> 
<li>If you have added PredictionIO/bin to your <code>PATH</code> environment 
variable before, change it to the new PredictionIO/bin as well.</li> </ul> <h1 
id='additional-notes-for-specific-versions-upgrade' class='header-anchors'>A
 dditional Notes for Specific Versions Upgrade</h1><p>In addition, please take 
notes of the following for specific version upgrade.</p><h2 
id='upgrade-to-0.9.2' class='header-anchors'>Upgrade to 0.9.2</h2><p>The Spark 
dependency has been upgraded to version 1.3.0. All engines must be rebuilt 
against it in order to work.</p><p>Open and edit <code>build.sbt</code> of your 
engine, and look for these two lines:</p><div class="highlight scala"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1
 2
 3</pre></td><td class="code"><pre><span class="s">"org.apache.spark"</span> 
<span class="o">%%</span> <span class="s">"spark-core"</span>    <span 
class="o">%</span> <span class="s">"1.2.0"</span> <span class="o">%</span> 
<span class="s">"provided"</span>
 

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