http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/c811983d/algorithm/switch/index.html ---------------------------------------------------------------------- diff --git a/algorithm/switch/index.html b/algorithm/switch/index.html new file mode 100644 index 0000000..88ac843 --- /dev/null +++ b/algorithm/switch/index.html @@ -0,0 +1,6 @@ +<!DOCTYPE html><html><head><title>Switching to Another Algorithm</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="Switching to Another Algorithm"/><link rel="canonical" href="https://docs.prediction.io/algorithm/switch/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link 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id="pill-wrapper"><a class="pill left" href="/gallery/template-gallery">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 c lass="hidden-md hidden-lg" id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Switching to Another Algorithm</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 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" 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-wra pper" 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>Integrating 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 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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="#">Choosing an Algorithm(s)</a><span class="spacer">></span></li><li><span class="last">Switching to Another Algorithm</span></li></ul></div><div id="page-title"><h1>Switching to Another Algorithm</h1></div></div><div id="table-of-content-wrapper"> <a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/algorithm/switch.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" class="hidden-sm hidden xs"><ul><li><a href="#">Choosing an Algorithm(s)</a><span class="spacer">></span></li><li><span class="last">Switching to Another Algorithm</span></li></ul></div><div id="page-title"><h1>Switching to Another Algorithm</h1></div></div><div class="content"><p>Every engine template comes with default algorithm(s). To switch to another algorithm, you simply need to modify the Algorithm class.</p><p>Here are some How-to examples:</p> <ul> <li><a href="/templates/classification/add-algorithm/">Classification template - switching from NaiveBayes to Random Forests</a></li> </ul> </div></div></div></div><footer><div class="container"><div class="seperator"></div><div class="row"><div class ="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Community</h4><ul><li><a href="//docs.prediction.io/install/" target="blank">Download</a></li><li><a href="//docs.prediction.io/" target="blank">Docs</a></li><li><a href="//github.com/apache/incubator-predictionio" target="blank">GitHub</a></li><li><a href="mailto:[email protected]"; target="blank">Subscribe to User Mailing List</a></li><li><a href="//stackoverflow.com/questions/tagged/predictionio" target="blank">Stackoverflow</a></li></ul></div></div><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Contribute</h4><ul><li><a href="//predictionio.incubator.apache.org/community/contribute-code/" target="blank">Contribute</a></li><li><a href="//github.com/apache/incubator-predictionio" target="blank">Source Code</a></li><li><a href="//issues.apache.org/jira/browse/PIO" target="blank">Bug Tracker</a></li><li><a href="mailto:dev-subscribe @predictionio.incubator.apache.org" target="blank">Subscribe to Development Mailing List</a></li></ul></div></div></div></div><div id="footer-bottom"><div class="container"><div class="row"><div class="col-md-12"><div id="footer-logo-wrapper"><img alt="PredictionIO" src="/images/logos/logo-white-d1e9c6e6.png"/></div><div id="social-icons-wrapper"><a class="github-button" href="https://github.com/apache/incubator-predictionio"; data-style="mega" data-count-href="/apache/incubator-predictionio/stargazers" data-count-api="/repos/apache/incubator-predictionio#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star apache/incubator-predictionio on GitHub">Star</a> <a class="github-button" href="https://github.com/apache/incubator-predictionio/fork"; data-icon="octicon-git-branch" data-style="mega" data-count-href="/apache/incubator-predictionio/network" data-count-api="/repos/apache/incubator-predictionio#forks_count" data-count-aria-label="# forks on GitHub" aria -label="Fork apache/incubator-predictionio on GitHub">Fork</a> <script id="github-bjs" async="" defer="" src="https://buttons.github.io/buttons.js";></script><a href="//www.facebook.com/predictionio" target="blank"><img alt="PredictionIO on Twitter" src="/images/icons/twitter-ea9dc152.png"/></a> <a href="//twitter.com/predictionio" target="blank"><img alt="PredictionIO on Facebook" src="/images/icons/facebook-5c57939c.png"/></a> </div></div></div></div></div></footer></div><script>(function(w,d,t,u,n,s,e){w['SwiftypeObject']=n;w[n]=w[n]||function(){ +(w[n].q=w[n].q||[]).push(arguments);};s=d.createElement(t); +e=d.getElementsByTagName(t)[0];s.async=1;s.src=u;e.parentNode.insertBefore(s,e); +})(window,document,'script','//s.swiftypecdn.com/install/v1/st.js','_st'); + +_st('install','HaUfpXXV87xoB_zzCQ45');</script><script src="/javascripts/application-f819cf19.js"></script></body></html> \ No newline at end of file
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(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 c lass="level-2"><a class="final active" 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 Interface</span></a></li><li class="leve l-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>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 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="fin al" 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="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a href="#">Integrating with Your App</a><span class="spacer">></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 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="#">Integrating with Your App</a><span class="spacer">></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)'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)'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 Service</a></li> </ul> </div></div></div></div><footer><div class="container"><div class="seperator"></div><div class="row"><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Community</h4><ul><li><a href="//docs.prediction.io/install/" target="blank">Download</a></li><li><a href="//docs.prediction.io/" target="blank">Docs</a></li><li><a href="//github.com/apache/incubator-predictionio" target="blank">GitHub</a></li><li><a href="mailto:[email protected]"; target="blank">Subscribe to User Mailing List</a></li><li><a href="//stackoverflow.com/questions/tagged/predictionio" target="blank">Stackoverflow</a></li></ul></div></div><div c lass="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Contribute</h4><ul><li><a 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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="Command Line"/><link rel="canonical" href="https://docs.prediction.io/cli/"/><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-a2a2f408.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_HTMLorM ML"></script><script 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g-wrapper"><p>PredictionIO Docs</p><h4>Command Line</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 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" 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>Integrating with Your App</span></a><ul><li class="level-2"><a class="final" href="/appinteg ration/"><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 Interface</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</s pan></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/metricb uild/"><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 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="/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 <command> [options] <args>...</code></p><p>You can run <code>pio help</code> to see a list of all available commands and <code>pio help <command></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 <command></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 <name></code> deletes all data associated with the app.</p><p><code>pio app delete <name></code> deletes the app and its data.</p><p> <code>--ip <value></code> IP to bind to. Default to localhost.</p><p> <code>--port <value></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. 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id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Contribute Code</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 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" 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>Integrating 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 Interface</span></a></li><li class="level-2"><a class="final" h ref="/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>Choosing an Algorithm(s)</span></a><ul><li class="level-2"><a >cl ass="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="f inal" 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 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/"><sp an>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 active" 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="/resou rces/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="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a href="/community/">Getting Involved</a><span class="spacer">></span></li><li><span class="last">Contribute Code</span></li></ul></div><div id="page-title"><h1>Contribute Code</h1></div></div><div id="table-of-content-wrapper"><h5>On this page</h5><aside id="table-of-contents"><ul> <li> <a href="#areas-in-need-of-help">Areas in Need of Help</a> </li> <li> <a href="#how-to-report-an-issue">How to Report an Issue</a> </li> <li> <a href="#how-to-help-resolve-existing-issues">How to Help Resolve Existing Issues</a> </li> <li> <a href="#how-to-add-propose-a-new-feature">How to Add / Propose a New Feature</a> </li> <li> <a href="#how-to-issue-a-pull-request">How to Issue a Pull Request</a> </li> <li> <a href="#getting-started">Getting Started</a> </li> <li> <a href="#anatomy-of-apache-predictionio-incubating-code-tree">Anatomy of Apache PredictionIO (incubating) Code Tree</a> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/community/contribute-code.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" class="hidden-sm hidden xs"><ul><li><a href="/community/">Getting Involved</a><span class= "spacer">></span></li><li><span class="last">Contribute Code</span></li></ul></div><div id="page-title"><h1>Contribute Code</h1></div></div><div class="content"><p>Thank you for your interest in contributing to Apache PredictionIO (incubating). Our mission is to enable developers to build scalable machine learning applications easily. Here is how you can help with the project development. If you have any question regarding development at anytime, please free to <a href="mailto:[email protected]";>subscribe</a> and post to the <a href="mailto:[email protected]";>Development Mailing List</a>.</p><h2 id='areas-in-need-of-help' class='header-anchors'>Areas in Need of Help</h2><p>We accept contributions of all kinds at any time. We are compiling this list to show features that are highly sought after by the community.</p> <ul> <li>Tests and CI</li> <li>Engine template, tutorials, and samples</li> <li>Client SDKs</li> <li>Buildi ng engines in Java (updating the Java controller API)</li> <li>Code clean up and refactoring</li> <li>Code and data pipeline optimization</li> <li>Developer experience (UX) improvement</li> </ul> <h2 id='how-to-report-an-issue' class='header-anchors'>How to Report an Issue</h2><p>If you wish to report an issue you found, you can do so on <a href="https://issues.apache.org/jira/browse/PIO";>Apache PredictionIO (incubating) JIRA</a>.</p><h2 id='how-to-help-resolve-existing-issues' class='header-anchors'>How to Help Resolve Existing Issues</h2><p>In general, bug fixes should be done the same way as new features, but critical bug fixes will follow a different path.</p><h2 id='how-to-add-/-propose-a-new-feature' class='header-anchors'>How to Add / Propose a New Feature</h2> <ol> <li>To propose a new feature, simply <a href="mailto:[email protected]";>subscribe</a> and post your proposal to <a href="mailto:[email protected]";>Apache Predictio nIO (incubating) Development Mailing List</a>.</li> <li>Discuss with the community and the core development team on what needs to be done, and lay down concrete plans on deliverables.</li> <li>Once solid plans are made, start creating tickets in the <a href="https://issues.apache.org/jira/browse/PIO";>issue tracker</a>.</li> <li>Work side by side with other developers using Apache PredictionIO (incubating) Development Mailing List as primary mode of communication. You never know if someone else has a better idea. ;)</li> </ol> <h2 id='how-to-issue-a-pull-request' class='header-anchors'>How to Issue a Pull Request</h2><p>When you have finished your code, you can <a href="https://help.github.com/articles/creating-a-pull-request/";>create a pull request</a> against the <strong>develop</strong> branch.</p> <ul> <li>The title must contain a tag associating with an existing JIRA ticket. You must create a ticket so that the infrastructure can correctly track issues across Apache JIRA and Git Hub. If your ticket is <code>PIO-789</code>, your title must look something like <code>[PIO-789] Some short description</code>.</li> <li>Please also, in your commit message summary, include the JIRA ticket number similar to above.</li> <li>Make sure the title and description are clear and concise. For more details on writing a good commit message, check out <a href="http://tbaggery.com/2008/04/19/a-note-about-git-commit-messages.html";>this guide</a>.</li> <li>If the change is visual, make sure to include a screenshot or GIF.</li> <li>Make sure it is being opened into the right branch.</li> <li>Make sure it has been rebased on top of that branch.</li> </ul> <div class="alert-message note"><p>When it is close to a release, and if there are major development ongoing, a release branch will be forked from the develop branch to stabilize the code for binary release. Please refer to the <em>git flow</em> methodology page for more information.</p></div><h2 id='getting-started' class='header -anchors'>Getting Started</h2><p>Apache PredictionIO (incubating) relies heavily on the <a href="http://nvie.com/posts/a-successful-git-branching-model/";>git flow methodology</a>. Please make sure you read and understand it before you start your development. By default, cloning Apache PredictionIO (incubating) will put you in the <em>develop</em> branch, which in most cases is where all the latest development go to.</p><div class="alert-message note"><p>For core development, please follow the <a href="http://docs.scala-lang.org/style/";>Scala Style Guide</a>.</p></div><h3 id='create-a-fork-of-the-apache-predictionio-(incubating)-repository' class='header-anchors'>Create a Fork of the Apache PredictionIO (incubating) Repository</h3> <ol> <li>Start by creating a GitHub account if you do not already have one.</li> <li>Go to <a href="https://github.com/PredictionIO/PredictionIO";>Apache PredictionIO (incubating)âs GitHub mirror</a> and fork it to your own account.</li> <li>Clone your fo rk to your local machine.</li> </ol> <p>If you need additional help, please refer to <a href="https://help.github.com/articles/fork-a-repo/";>https://help.github.com/articles/fork-a-repo/</a>.</p><h3 id='building-apache-predictionio-(incubating)-from-source' class='header-anchors'>Building Apache PredictionIO (incubating) from Source</h3><p>After the previous section, you should have a copy of Apache PredictionIO (incubating) in your local machine ready to be built.</p> <ol> <li>Make sure you are on the <em>develop</em> branch. You can double check by <code>git status</code> or simply <code>git checkout develop</code>.</li> <li>At the root of the repository, do <code>./make-distribution.sh</code> to build PredictionIO.</li> </ol> <h3 id='setting-up-the-environment' class='header-anchors'>Setting Up the Environment</h3><p>Apache PredictionIO (incubating) relies on 3rd party software to perform its tasks. To set them up, simply follow this <a href="http://docs.prediction.io/install/ins tall-sourcecode/#installing-dependencies">documentation</a>.</p><h3 id='start-hacking' class='header-anchors'>Start Hacking</h3><p>You should have a Apache PredictionIO (incubating) development environment by now. Happy hacking!</p><h2 id='anatomy-of-apache-predictionio-(incubating)-code-tree' class='header-anchors'>Anatomy of Apache PredictionIO (incubating) Code Tree</h2><p>The following describes each directoryâs purpose.</p><h3 id='bin' class='header-anchors'>bin</h3><p>Shell scripts and any relevant components to go into the binary distribution. Utility shell scripts can also be included here.</p><h3 id='conf' class='header-anchors'>conf</h3><p>Configuration files that are used by both a source tree and binary distribution.</p><h3 id='core' class='header-anchors'>core</h3><p>Core Apache PredictionIO (incubating) code that provides the DASE controller API, core data structures, and workflow creation and management code.</p><h3 id='data' class='header-anchors'>data</h3><p>Apach e PredictionIO (incubating) Event Server, and backend-agnostic storage layer for event store and metadata store.</p><h3 id='docs' class='header-anchors'>docs</h3><p>Source code for <a href="http://predictionio.incubator.apache.org";>http://predictionio.incubator.apache.org</a> site, and any other documentation support files.</p><h3 id='engines' class='header-anchors'>engines</h3><p>Obsolete built-in engines. To be removed.</p><h3 id='examples' class='header-anchors'>examples</h3><p>Complete code examples showing Apache PredictionIO (incubating)'s application.</p><h3 id='sbt' class='header-anchors'>sbt</h3><p>Embedded SBT (Simple Build Tool) launcher.</p><h3 id='templates' class='header-anchors'>templates</h3><p>Starting point of building your custom engine.</p><h3 id='tools' class='header-anchors'>tools</h3><p>Tools for running Apache PredictionIO (incubating). 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