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Integration Overview</span></li></ul></div><div id="page-title"><h1>App 
Integration Overview</h1></div></div><div class="content"><p>Apache 
PredictionIO (incubating) is designed as a machine learning server that 
integrates with your applications on production environments.</p><p>A web or 
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 ining</li> <li> Send dynamic queries to deployed engine(s) to retrieve 
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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)</span></a><ul><l
 i 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 Evaluation 
Metrics</span></a></li><li clas
 s="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="/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 
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class="final" href="/demo/tapster/"><span>Comics Recommendation 
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 ="/demo/community/"><span>Community Contributed Demo</span></a></li><li 
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class="level-2"><a class="final" 
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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="#">Integrating with Your App</a><span 
class="spacer">&gt;</span></li><li><span class="last">App Integration 
Overview</span></li></ul></div><div id="page-title"><h1>App Integration 
Overview</h1></div></div><div id="table-of-content-wrapper"><h5>On this 
page</h5><aside id=
 "table-of-contents"><ul> <li> <a href="#sending-event-data">Sending Event 
Data</a> </li> <li> <a href="#sending-query">Sending Query</a> </li> </ul> 
</aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/appintegration/index.html.md";><img
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class="hidden-sm hidden xs"><ul><li><a href="#">Integrating with Your 
App</a><span class="spacer">&gt;</span></li><li><span class="last">App 
Integration Overview</span></li></ul></div><div id="page-title"><h1>App 
Integration Overview</h1></div></div><div class="content"><p>Apache 
PredictionIO (incubating) is designed as a machine learning server that 
integrates with your applications on production environments.</p><p>A web or 
mobile app normally:</p> <ol> <li> Send event data to Apache PredictionIO 
(incubating)&#39;s Event Server for model trai
 ning</li> <li> Send dynamic queries to deployed engine(s) to retrieve 
predicted results</li> </ol> <p><img alt="Apache PredictionIO (incubating) 
Single Engine Overview" 
src="/images/overview-singleengine-0a99200d.png"/></p><h2 
id='sending-event-data' class='header-anchors'>Sending Event Data</h2><p>Apache 
PredictionIO (incubating)&#39;s Event Server receives event data from your 
application. The data can be used by engines as training data to build 
preditive models.</p><p>Event Server listens to port 7070 by default. You can 
change the port with the <a href="/cli/#event-server-commands">--port arg</a> 
when you launch the Event Server.</p><p>For further information, please 
read:</p> <ul> <li><a href="/datacollection/">Event Server Overview</a></li> 
<li><a href="/datacollection/eventapi">Collecting Data with REST/SDKs</a></li> 
</ul> <h2 id='sending-query' class='header-anchors'>Sending Query</h2><p>After 
you deploy an engine as a web service, it will wait for queries from your 
applica
 tion and return predicted results in JSON format. An engine listens to port 
8000 by default. If you want to deploy multiple engines, you can specific a 
different port for each of them.</p><p>For further information, please 
read:</p> <ul> <li><a href="/deploy/">Deploying an Engine as a Web 
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 <a class="expandible" href="/"><span>Apache PredictionIO (incubating) 
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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>Integrating with Your App</span></a><ul><li class="level-2"><a 
class="final" href="/appinte
 gration/"><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" 
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href="/sdk/community/"><span>Community Powered 
SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a 
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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 
Interface</span></a></li><li class="level-2"><a class="final" 
href="/deploy/monitoring/"><spa
 n>Monitoring Engine</span></a></li><li class="level-2"><a class="final" 
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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" 
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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>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" 
 >href="/evaluation/metricchoose/"><span>Choosing Evaluation 
 >Metrics</span></a></li><li class="level-2"><a class="final" 
 >href="/evaluation/metric
 build/"><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="/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/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 
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href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li 
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href="/community/contribute-webhook/"><span>Contribute a 
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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="/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="page-title"><h1>Command Line</h1></div></div><div 
id="table-of-content-wrapper"><h5>On this page</h5><aside 
id="table-of-contents"><ul> <li> <a href="#overview">Overview</a> </li> <li> <a 
href="#general-commands">General Commands</a> </li> <li> <a 
href="#event-server-commands">Event Server Commands</a> </li> <li> <a 
href="#engine-commands">Engine Commands</a> </li> </ul> </aside>
 <hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/cli/index.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="page-title"><h1>Command 
Line</h1></div></div><div class="content"><h2 id='overview' 
class='header-anchors'>Overview</h2><p>Interaction with Apache PredictionIO 
(incubating) is done through the command line interface. It follows the format 
of:</p><p><code>pio &lt;command&gt; [options] &lt;args&gt;...</code></p><p>You 
can run <code>pio help</code> to see a list of all available commands and 
<code>pio help &lt;command&gt;</code> to see details of the 
command.</p><p>Apache PredictionIO (incubating) commands can be separated into 
the following three categories.</p><h2 id='general-commands' 
class='header-anchors'>General Commands</h2><p><code>pio help</code> Display 
usage summary. <code>pio help &lt;command&gt;</code> to read a
 bout a specific subcommand.</p><p><code>pio version</code> Displays the 
version of the installed PredictionIO.</p><p><code>pio status</code> Displays 
install path and running status of PredictionIO system and its 
dependencies.</p><h2 id='event-server-commands' class='header-anchors'>Event 
Server Commands</h2><p><code>pio eventserver</code> Launch the Event 
Server.</p><p><code>pio app</code> Manage apps that are used by the Event 
Server.</p><p><code>pio app data-delete &lt;name&gt;</code> deletes all data 
associated with the app.</p><p><code>pio app delete &lt;name&gt;</code> deletes 
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id="table-of-contents"><ul> <li> <a href="#overview">Overview</a> </li> <li> <a 
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Line</h1></div></div><div class="content"><h2 id='overview' 
class='header-anchors'>Overview</h2><p>Interaction with Apache PredictionIO 
(incubating) is done through the command line interface. It follows the format 
of:</p><p><code>pio &lt;command&gt; [options] &lt;args&gt;...</code></p><p>You 
can run <code>pio help</code> to see a list of all available commands and 
<code>pio help &lt;command&gt;</code> to see details of the 
command.</p><p>Apache PredictionIO (incubating) commands can be separated into 
the following three categories.</p><h2 id='general-commands' 
class='header-anchors'>General Commands</h2><p><code>pio help</code> Display 
usage summary. <code>pio help &lt;command&gt;</code> to read ab
 out a specific subcommand.</p><p><code>pio version</code> Displays the version 
of the installed PredictionIO.</p><p><code>pio status</code> Displays install 
path and running status of PredictionIO system and its dependencies.</p><h2 
id='event-server-commands' class='header-anchors'>Event Server 
Commands</h2><p><code>pio eventserver</code> Launch the Event 
Server.</p><p><code>pio app</code> Manage apps that are used by the Event 
Server.</p><p><code>pio app data-delete &lt;name&gt;</code> deletes all data 
associated with the app.</p><p><code>pio app delete &lt;name&gt;</code> deletes 
the app and its data.</p><p> <code>--ip &lt;value&gt;</code> IP to bind to. 
Default to localhost.</p><p> <code>--port &lt;value&gt;</code> Port to bind to. 
Default to 7070.</p><p><code>pio accesskey</code> Manage app access 
keys.</p><h2 id='engine-commands' class='header-anchors'>Engine 
Commands</h2><p>Engine commands need to be run from the directory that contains 
the engine project. <code>--debug</code>
  and <code>--verbose</code> flags will provide debug and third-party 
informational messages.</p><p><code>pio build</code> Build the engine at the 
current directory.</p><p><code>pio train</code> Kick off a training using an 
engine.</p><p><code>pio deploy</code> Deploy an engine as an engine server. If 
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