Documentation based on 
apache/incubator-predictionio#7169b696aff69f67de08c0fe3df98f9230f57e9f


Project: http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/repo
Commit: 
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/commit/598a5db4
Tree: 
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/tree/598a5db4
Diff: 
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/diff/598a5db4

Branch: refs/heads/asf-site
Commit: 598a5db4fec166f448aaeb163dfa74fa4921be89
Parents: 9e2aa2d
Author: jenkins <[email protected]>
Authored: Fri Dec 1 05:38:10 2017 +0000
Committer: jenkins <[email protected]>
Committed: Fri Dec 1 05:38:10 2017 +0000

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-<!DOCTYPE html><html><head><title>Community Powered Projects</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="Community Powered Projects"/><link 
rel="canonical" 
href="https://predictionio.apache.org/community/projects/"/><link 
href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link 
href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link 
href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800"
 rel="stylesheet"/><link 
href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" 
rel="stylesheet"/><link href="/stylesheets/application-eccfc6cb.css" 
rel="stylesheet" type="text/css"/><script 
src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script
 src="//cdn.mathjax.org/math
 jax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script><script 
src="//use.typekit.net/pqo0itb.js"></script><script>try{Typekit.load({ async: 
true });}catch(e){}</script></head><body><div id="global"><header><div 
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.apache.org/";><img alt="Apache 
PredictionIO" id="logo" 
src="/images/logos/logo-ee2b9bb3.png"/></a><span>™</span></div><div 
id="menu-wrapper"><div 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-x
 s-11"><div class="hidden-md hidden-lg" 
id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Community 
Projects</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™ 
Documentation</span></a><ul><li class="level-2"><a class="final" 
href="/"><span>Welcome to Apache PredictionIO</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</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="/batchpredict/"><span>Batch Predictions</span></a></li><li 
class="level-2"><a class="final" href="/deploy/monito
 ring/"><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><li class="level-2"><a class="final" 
href="/deploy/plugin/"><span>Engine Server Plugin</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 Analyz
 ing 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="/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><li class="level-2"><a class="final" 
href="/datacollection/plugin/"><span>Event Server 
Plugin</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>C
 hoosing 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" 
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<a href="#sdks">SDKs</a> </li> <li> <a 
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Module</a> </li> <li> <a href="#vagrant-installation-for-predictionio">Vagrant 
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for PredictionIO</a> </li> <li> <a 
href="#graphx-parallel-simrank-algorithm">GraphX Parallel SimRank Algorithm</a> 
</li> <li> <a href="#magento-similar-products-extension">Magento Similar 
Products Extension</a> </li> </ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/community/projects.html.md";><img
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Involved</a><span class="spacer">&gt;</span></li><li><span 
class="last">Community Projects</span></li></ul></div><div 
id="page-title"><h1>Community Powered Projects</h1></div></div><div 
class="content"> <p>Here you will find great projects contributed by the Apache 
PredictionIO (incubating) community. Stay tuned.</p><div class="alert-message 
info"><p>If you have built a Apache PredictionIO-related project, we would love 
to showcase it to the community! Simply edit <a 
href="https://github.com/apache/incubator-predictionio/blob/livedoc/docs/manual/source/community/projects.html.md";>this
 page</a> and submit a pull request.</p></div><h2 id='sdks' 
class='header-anchors'>SDKs</h2><p>Community-powered SDKs are <a 
href="/sdk/">separately listed</a>.</p><h2 id='magento-2-personalised-produc
 ts-module' class='header-anchors'>Magento 2 Personalised Products 
Module</h2><p>URL: <a 
href="https://github.com/richdynamix/personalised-products";>https://github.com/richdynamix/personalised-products</a></p><p>Personalised
 Products is a Magento 2 module that will serve realtime predicted suggestions 
for product upsells on the product page and complimentary suggestions for cross 
sells on the basket page. All powered by PredictionIO using the <a 
title="Similar Product" 
href="/gallery/template-gallery/#recommender-systems">Similar Product</a> 
engine and the <a title="Complementary Purchase" 
href="/gallery/template-gallery/#unsupervised-learning">Complementary 
Purchase</a> engine.</p> <ul> <li><p>Core Author: Steven Richardson</p></li> 
<li><p>Status: It works with PredictionIO v0.9.5 - Under active 
development</p></li> </ul> <h2 id='vagrant-installation-for-predictionio' 
class='header-anchors'>Vagrant Installation for PredictionIO</h2><p>URL: <a 
href="https://github.com/PredictionIO/Pr
 
edictionIO-Vagrant">https://github.com/PredictionIO/PredictionIO-Vagrant</a></p><p>Bring
 Up PredictionIO 0.9.x VM with Vagrant.</p> <ul> <li><p>Core Author: Raphael 
Mäder</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under active 
development</p></li> </ul> <h2 id='docker-installation-for-predictionio' 
class='header-anchors'>Docker Installation for PredictionIO</h2><p>URL: <a 
href="https://github.com/mingfang/docker-predictionio";>https://github.com/mingfang/docker-predictionio</a></p><p>Run
 PredictionIO inside Docker.</p> <ul> <li><p>Core Author: Ming Fang</p></li> 
<li><p>Status: It works with PredictionIO v0.8 - Under active 
development</p></li> </ul> <h2 
id='another-docker-installation-for-predictionio' 
class='header-anchors'>Another Docker Installation for PredictionIO</h2><p>URL: 
<a 
href="https://github.com/sphereio/docker-predictionio";>https://github.com/sphereio/docker-predictionio</a></p><p>Docker
 container for PredictionIO-based machine learning services.</p> <ul
 > <li><p>Core Author: Fabian M. Borschel</p></li> <li><p>Status: It works with 
 > PredictionIO v0.9.3 - Under active development</p></li> </ul> <h2 
 > id='third-docker-installation-for-predictionio' class='header-anchors'>Third 
 > Docker Installation for PredictionIO</h2><p>URL: <a 
 > href="https://github.com/steveny2k/docker-predictionio";>https://github.com/steveny2k/docker-predictionio</a></p><p>Docker
 >  container for PredictionIO-based machine learning services.</p> <ul> 
 > <li><p>Maintainer: Steven Yan</p></li> <li><p>Status: Runs latest stable 
 > version of PredictionIO v0.10.0 - Under active development</p></li> </ul> 
 > <h2 id='graphx-parallel-simrank-algorithm' class='header-anchors'>GraphX 
 > Parallel SimRank Algorithm</h2><p>URL: <a 
 > href="https://github.com/ZhouYii/PIO-Parallel-Simrank-Engine";>https://github.com/ZhouYii/PIO-Parallel-Simrank-Engine</a></p><p>Implementation
 >  of Delta-Simrank algorithm using Spark&#39;s GraphX framework.</p> <ul> 
 > <li><p>Core Author: Joey Zhou</p></li> <li><p>Status: It
  works with PredictionIO v0.8 - Under active development</p></li> </ul> <h2 
id='magento-similar-products-extension' class='header-anchors'>Magento Similar 
Products Extension</h2><p>URL: <a 
href="https://github.com/magento-hackathon/Predictionio";>https://github.com/magento-hackathon/Predictionio</a></p><p>Similar
 Products is a Magento extension that utilizes PredictionIO to create a more 
personalized suggestion of up-sell products on the Magento product page.</p> 
<ul> <li><p>Core Author: Steven Richardson, Raphael Mäder &amp; Damian 
Luszczymak</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under 
active development</p></li> </ul> </div></div></div></div><footer><div 
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href="/datacollection/"><span>Event Server Overview</span></a></li><li 
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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><li class="level-2"><a class="final" 
href="/datacollection/plugin/"><span>Event Server 
Plugin</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>C
 hoosing 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 Ev
 aluation 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>PredictionIO Official 
Templates</span></a><ul><li class="level-2"><a class="final" 
href="/templates/"><span>Intro</span></a></li><li class="level-2"><a 
class="expandible" href="#"><span>Recommendation</span></a><ul><li 
class="level-3"><a class="final" 
href="/templates/recommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final
 " href="/templates/recommendation/evaluation/"><span>Evaluation 
Explained</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/recommendation/reading-custom-events/"><span>Read Custom 
Events</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-data-prep/"><span>Customize Data 
Preparator</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-serving/"><span>Customize 
Serving</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/training-with-implicit-preference/"><span>Train 
with Implicit Preference</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/blacklist-items/"><span>Filter Recommended 
Items by Blacklist in Query</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/batch-evaluator/"><spa
 n>Batch Persistable Evaluator</span></a></li></ul></li><li class="level-2"><a 
class="expandible" href="#"><span>E-Commerce Recommendation</span></a><ul><li 
class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/how-to/"><span>How-To</span></a></li><li
 class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/train-with-rate-event/"><span>Train 
with Rate Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/adjust-score/"><span>Adjust 
Score</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Similar Product</span></a><ul><li class="level-3"><a 
class="final" href="/templates/similarproduct/quickstart/"><span>Quick 
Start</span></a></li><li class="
 level-3"><a class="final" 
href="/templates/similarproduct/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/similarproduct/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/similarproduct/multi-events-multi-algos/"><span>Multiple 
Events and Multiple Algorithms</span></a></li><li class="level-3"><a 
class="final" 
href="/templates/similarproduct/return-item-properties/"><span>Returns Item 
Properties</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/train-with-rate-event/"><span>Train with Rate 
Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/rid-user-set-event/"><span>Get Rid of Events 
for Users</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/recommended-user/"><span>Recommend 
Users</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Classification</span></a><ul><li clas
 s="level-3"><a class="final" 
href="/templates/classification/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/add-algorithm/"><span>Use Alternative 
Algorithm</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/reading-custom-properties/"><span>Read Custom 
Properties</span></a></li></ul></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li 
class="level-2"><a class="final" 
href="/gallery/template-gallery/"><span>Browse</span></a></li><li 
class="level-2"><a class="final" 
href="/community/submit-template/"><span>Submit your Engine as a 
Template</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>De
 mo 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 active" href="/commun
 ity/projects/"><span>Community Projects</span></a></li></ul></li><li 
class="level-1"><a class="expandible" href="#"><span>Getting 
Help</span></a><ul><li class="level-2"><a class="final" 
href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a 
class="final" href="/support/"><span>Support</span></a></li></ul></li><li 
class="level-1"><a class="expandible" 
href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" 
href="/cli/"><span>Command-line Interface</span></a></li><li class="level-2"><a 
class="final" href="/resources/release/"><span>Release 
Cadence</span></a></li><li class="level-2"><a class="final" 
href="/resources/intellij/"><span>Developing Engines with IntelliJ 
IDEA</span></a></li><li class="level-2"><a class="final" 
href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li 
class="level-2"><a class="final" 
href="/resources/glossary/"><span>Glossary</span></a></li></ul></li><li 
class="level-1"><a class="expandible" href="#"><span>A
 pache Software Foundation</span></a><ul><li class="level-2"><a class="final" 
href="https://www.apache.org/";><span>Apache Homepage</span></a></li><li 
class="level-2"><a class="final" 
href="https://www.apache.org/licenses/";><span>License</span></a></li><li 
class="level-2"><a class="final" 
href="https://www.apache.org/foundation/sponsorship.html";><span>Sponsorship</span></a></li><li
 class="level-2"><a class="final" 
href="https://www.apache.org/foundation/thanks.html";><span>Thanks</span></a></li><li
 class="level-2"><a class="final" 
href="https://www.apache.org/security/";><span>Security</span></a></li></ul></li></ul></nav></div><div
 class="col-md-9 col-sm-12"><div class="content-header hidden-md 
hidden-lg"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a 
href="/community/">Getting Involved</a><span 
class="spacer">&gt;</span></li><li><span class="last">Community 
Projects</span></li></ul></div><div id="page-title"><h1>Community Powered 
Projects</h1></div></div><div id="table-of
 -content-wrapper"><h5>On this page</h5><aside id="table-of-contents"><ul> <li> 
<a href="#sdks">SDKs</a> </li> <li> <a 
href="#magento-2-personalised-products-module">Magento 2 Personalised Products 
Module</a> </li> <li> <a href="#vagrant-installation-for-predictionio">Vagrant 
Installation for PredictionIO</a> </li> <li> <a 
href="#docker-installation-for-predictionio">Docker Installation for 
PredictionIO</a> </li> <li> <a 
href="#another-docker-installation-for-predictionio">Another Docker 
Installation for PredictionIO</a> </li> <li> <a 
href="#third-docker-installation-for-predictionio">Third Docker Installation 
for PredictionIO</a> </li> <li> <a 
href="#graphx-parallel-simrank-algorithm">GraphX Parallel SimRank Algorithm</a> 
</li> <li> <a href="#magento-similar-products-extension">Magento Similar 
Products Extension</a> </li> </ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/community/projects.html.md";><img
 s
 rc="/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">&gt;</span></li><li><span 
class="last">Community Projects</span></li></ul></div><div 
id="page-title"><h1>Community Powered Projects</h1></div></div><div 
class="content"> <p>Here you will find great projects contributed by the Apache 
PredictionIO (incubating) community. Stay tuned.</p><div class="alert-message 
info"><p>If you have built a Apache PredictionIO-related project, we would love 
to showcase it to the community! Simply edit <a 
href="https://github.com/apache/incubator-predictionio/blob/livedoc/docs/manual/source/community/projects.html.md";>this
 page</a> and submit a pull request.</p></div><h2 id='sdks' 
class='header-anchors'>SDKs</h2><p>Community-powered SDKs are <a 
href="/sdk/">separately listed</a>.</p><h2 id='magento-2-personalised-produc
 ts-module' class='header-anchors'>Magento 2 Personalised Products 
Module</h2><p>URL: <a 
href="https://github.com/richdynamix/personalised-products";>https://github.com/richdynamix/personalised-products</a></p><p>Personalised
 Products is a Magento 2 module that will serve realtime predicted suggestions 
for product upsells on the product page and complimentary suggestions for cross 
sells on the basket page. All powered by PredictionIO using the <a 
title="Similar Product" 
href="/gallery/template-gallery/#recommender-systems">Similar Product</a> 
engine and the <a title="Complementary Purchase" 
href="/gallery/template-gallery/#unsupervised-learning">Complementary 
Purchase</a> engine.</p> <ul> <li><p>Core Author: Steven Richardson</p></li> 
<li><p>Status: It works with PredictionIO v0.9.5 - Under active 
development</p></li> </ul> <h2 id='vagrant-installation-for-predictionio' 
class='header-anchors'>Vagrant Installation for PredictionIO</h2><p>URL: <a 
href="https://github.com/PredictionIO/Pr
 
edictionIO-Vagrant">https://github.com/PredictionIO/PredictionIO-Vagrant</a></p><p>Bring
 Up PredictionIO 0.9.x VM with Vagrant.</p> <ul> <li><p>Core Author: Raphael 
Mäder</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under active 
development</p></li> </ul> <h2 id='docker-installation-for-predictionio' 
class='header-anchors'>Docker Installation for PredictionIO</h2><p>URL: <a 
href="https://github.com/mingfang/docker-predictionio";>https://github.com/mingfang/docker-predictionio</a></p><p>Run
 PredictionIO inside Docker.</p> <ul> <li><p>Core Author: Ming Fang</p></li> 
<li><p>Status: It works with PredictionIO v0.8 - Under active 
development</p></li> </ul> <h2 
id='another-docker-installation-for-predictionio' 
class='header-anchors'>Another Docker Installation for PredictionIO</h2><p>URL: 
<a 
href="https://github.com/sphereio/docker-predictionio";>https://github.com/sphereio/docker-predictionio</a></p><p>Docker
 container for PredictionIO-based machine learning services.</p> <ul
 > <li><p>Core Author: Fabian M. Borschel</p></li> <li><p>Status: It works with 
 > PredictionIO v0.9.3 - Under active development</p></li> </ul> <h2 
 > id='third-docker-installation-for-predictionio' class='header-anchors'>Third 
 > Docker Installation for PredictionIO</h2><p>URL: <a 
 > href="https://github.com/steveny2k/docker-predictionio";>https://github.com/steveny2k/docker-predictionio</a></p><p>Docker
 >  container for PredictionIO-based machine learning services.</p> <ul> 
 > <li><p>Maintainer: Steven Yan</p></li> <li><p>Status: Runs latest stable 
 > version of PredictionIO v0.12.0 (as well as v0.10.0) - Under active 
 > development</p></li> </ul> <h2 id='graphx-parallel-simrank-algorithm' 
 > class='header-anchors'>GraphX Parallel SimRank Algorithm</h2><p>URL: <a 
 > href="https://github.com/ZhouYii/PIO-Parallel-Simrank-Engine";>https://github.com/ZhouYii/PIO-Parallel-Simrank-Engine</a></p><p>Implementation
 >  of Delta-Simrank algorithm using Spark&#39;s GraphX framework.</p> <ul> 
 > <li><p>Core Author: Joey Zhou</p></
 li> <li><p>Status: It works with PredictionIO v0.8 - Under active 
development</p></li> </ul> <h2 id='magento-similar-products-extension' 
class='header-anchors'>Magento Similar Products Extension</h2><p>URL: <a 
href="https://github.com/magento-hackathon/Predictionio";>https://github.com/magento-hackathon/Predictionio</a></p><p>Similar
 Products is a Magento extension that utilizes PredictionIO to create a more 
personalized suggestion of up-sell products on the Magento product page.</p> 
<ul> <li><p>Core Author: Steven Richardson, Raphael Mäder &amp; Damian 
Luszczymak</p></li> <li><p>Status: It works with PredictionIO v0.8 - Under 
active development</p></li> </ul> </div></div></div></div><footer><div 
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class="s2">"targetEntityType"</span><span class="p">:</span><span 
class="s2">"item"</span><span class="p">,</span><span 
class="s2">"targetEntityId"</span><span class="p">:</span><span 
class="s2">"2"</span><span class="p">,</span><span 
class="s2">"properties"</span><span class="p">:{</span><span 
class="s2">"rating"</span><span class="p">:</span><span 
class="mf">1.0</span><span class="p">},</span><span 
class="s2">"eventTime"</span><span class="p">:</span><span 
class="s2">"2014-11-21T01:04:14.729Z"</span><span class="p">}</span><span 
class="w">
 </span><span class="p">{</span><span class="s2">"event"</span><span 
class="p">:</span><span class="s2">"buy"</span><span class="p">,</span><span 
class="s2">"entityType"</span><span class="p">:</span><span 
class="s2">"user"</span><span class="p">,</span><span 
class="s2">"entityId"</span><span class="p">:</span><span 
class="s2">"3"</span><span class="p">,</span><span 
class="s2">"targetEntityType"</span><span class="p">:</span><span 
class="s2">"item"</span><span class="p">,</span><span 
class="s2">"targetEntityId"</span><span class="p">:</span><span 
class="s2">"7"</span><span class="p">,</span><span 
class="s2">"eventTime"</span><span class="p">:</span><span 
class="s2">"2014-11-21T01:04:14.735Z"</span><span class="p">}</span><span 
class="w">
 </span><span class="p">{</span><span class="s2">"event"</span><span 
class="p">:</span><span class="s2">"buy"</span><span class="p">,</span><span 
class="s2">"entityType"</span><span class="p">:</span><span 
class="s2">"user"</span><span class="p">,</span><span 
class="s2">"entityId"</span><span class="p">:</span><span 
class="s2">"3"</span><span class="p">,</span><span 
class="s2">"targetEntityType"</span><span class="p">:</span><span 
class="s2">"item"</span><span class="p">,</span><span 
class="s2">"targetEntityId"</span><span class="p">:</span><span 
class="s2">"8"</span><span class="p">,</span><span 
class="s2">"eventTime"</span><span class="p">:</span><span 
class="s2">"2014-11-21T01:04:14.741Z"</span><span class="p">}</span><span 
class="w">
-</span></pre></td></tr></tbody></table> </div> <div class="alert-message 
warning"><p>Please make sure your import file does not contain any empty lines. 
Empty lines will be treated as a null object and will return an error during 
import.</p></div><h2 id='use-sdk-to-prepare-batch-input-file' 
class='header-anchors'>Use SDK to Prepare Batch Input File</h2><p>Some of the 
Apache PredictionIO SDKs also provides FileExporter client. You may use them to 
prepare the JSON file as described above. The FileExporter creates event in the 
same way as EventClient except that the events are written to a JSON file 
instead of being sent to EventSever. The written JSON file can then be used by 
batch import.</p><div class="tabs"> <ul class="control"> <li data-lang="php"><a 
href="#tab-3e779b28-2961-4d1f-9a30-974690c9fab0">PHP SDK</a></li> <li 
data-lang="python"><a href="#tab-1d8cb26b-b977-44f4-8ca0-2bd5316018be">Python 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-f9ca1288-7f53-49b8-8366-325a4b0184c1">
 Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-bff985c7-4487-4e2a-9f40-9ae8b5792cc4">Java SDK</a></li> </ul> <div 
data-tab="PHP SDK" data-lang="php" 
id="tab-3e779b28-2961-4d1f-9a30-974690c9fab0"> (coming soon) </div> <div 
data-tab="Python SDK" data-lang="python" 
id="tab-1d8cb26b-b977-44f4-8ca0-2bd5316018be"> <div class="highlight python"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+</span></pre></td></tr></tbody></table> </div> <div class="alert-message 
warning"><p>Please make sure your import file does not contain any empty lines. 
Empty lines will be treated as a null object and will return an error during 
import.</p></div><h2 id='use-sdk-to-prepare-batch-input-file' 
class='header-anchors'>Use SDK to Prepare Batch Input File</h2><p>Some of the 
Apache PredictionIO SDKs also provides FileExporter client. You may use them to 
prepare the JSON file as described above. The FileExporter creates event in the 
same way as EventClient except that the events are written to a JSON file 
instead of being sent to EventSever. The written JSON file can then be used by 
batch import.</p><div class="tabs"> <ul class="control"> <li data-lang="php"><a 
href="#tab-890d044d-1c93-4977-9b5f-993bda8fb329">PHP SDK</a></li> <li 
data-lang="python"><a href="#tab-0f244ee5-6876-43b9-b19f-2ca287f5ad51">Python 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-14af9eea-4a2c-4348-811e-bbf57036099f">
 Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-aa0939cd-1626-4129-a976-c57cc67dae87">Java SDK</a></li> </ul> <div 
data-tab="PHP SDK" data-lang="php" 
id="tab-890d044d-1c93-4977-9b5f-993bda8fb329"> (coming soon) </div> <div 
data-tab="Python SDK" data-lang="python" 
id="tab-0f244ee5-6876-43b9-b19f-2ca287f5ad51"> <div class="highlight python"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -58,7 +58,7 @@
 <span class="c"># close the FileExporter when finish writing all events</span>
 <span class="n">exporter</span><span class="o">.</span><span 
class="n">close</span><span class="p">()</span>
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-f9ca1288-7f53-49b8-8366-325a4b0184c1"> (coming soon) 
</div> <div data-tab="Java SDK" data-lang="java" 
id="tab-bff985c7-4487-4e2a-9f40-9ae8b5792cc4"> <div class="highlight java"> 
<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="o">(</span><span class="n">coming</span> <span 
class="n">soon</span><span class="o">)</span>
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-14af9eea-4a2c-4348-811e-bbf57036099f"> (coming soon) 
</div> <div data-tab="Java SDK" data-lang="java" 
id="tab-aa0939cd-1626-4129-a976-c57cc67dae87"> <div class="highlight java"> 
<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="o">(</span><span class="n">coming</span> <span 
class="n">soon</span><span class="o">)</span>
 </pre></td> </tr></tbody></table> </div> </div> </div> <h2 
id='import-events-from-input-file' class='header-anchors'>Import Events from 
Input File</h2><p>Importing events from a file can be done easily using the 
command line interface. Assuming that <code>pio</code> be in your search path, 
your App ID be <code>123</code>, and the input file <code>my_events.json</code> 
be in your current working directory:</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="gp">$ 
</span>pio import --appid 123 --input my_events.json
 </pre></td></tr></tbody></table> </div> <p>After a brief while, the tool 
should return to the console without any error. Congratulations! You have 
successfully imported your events.</p></div></div></div></div><footer><div 
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