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text</a>
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+                <li><a 
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(Single Machine)</a></li>
+                <li><a 
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+                <li class="nav-header">Classification Examples</li>
+                <li><a 
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+                <li><a href="/users/classification/twenty-newsgroups.html">20 
newsgroups example</a></li>
+                <li><a 
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marketing</a></li>
+                <li><a 
href="/users/classification/wikipedia-classifier-example.html">Wikipedia XML 
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+                <li class="nav-header">Clustering</li>
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+                <li><a 
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+                <li><a 
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+                <li class="nav-header">Clustering Commandline usage</li>
+                <li><a 
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+                <li><a 
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+                <li><a 
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k-Means</a></li>
+                <li class="nav-header">Clustering Examples</li>
+                <li><a 
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data</a></li>
+                <li class="nav-header">Cluster Post processing</li>
+                <li><a href="/users/clustering/cluster-dumper.html">Cluster 
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+                <li><a 
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factorization-based<br/> recommenders</a></li>
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to ALS recommendations<br/> with Hadoop</a></li>
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data-widget-id="422861673444028416">Tweets by @ApacheMahout</a>
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href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
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+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Apache Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Apache Hadoop</a></li>
+      <li><a href="http://bigtop.apache.org/";>Apache Bigtop</a></li>
+      <li><a href="http://spark.apache.org/";>Apache Spark</a></li>
+         <li><a href="http://flink.apache.org/";>Apache Flink</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+
+    <h1 id="how-to-become-a-committer">How to become a committer</h1>
+
+<p>While there’s no exact criteria for becoming a committer, there is a 
fairly
+obvious path to becoming a committer.</p>
+
+<p>For starters, one should be familiar with the <a 
href="http://www.apache.org/foundation/how-it-works.html";>Apache Way </a>, 
especially the part about meritocracy.</p>
+
+<p>Second, participate in the mailing lists, help answer questions when you
+can and do so in a respectful manner.  This is often more important than
+writing amazing code.</p>
+
+<p>Third, write code, add patches, stick with them and be patient.  Add unit
+tests and documentation.  In general, tackling 3 or 4 decent patches is
+where the bar is at, but it depends on the state of the project.  In the
+earlier stages of the project, the bar is a bit lower, so it pays to join
+early!</p>
+
+<p>Finally, it is then up to someone to nominate them to the PMC.      
Typically,
+one of the existing committers does this by sending an email to the private
+PMC mailing list ([email protected], where m.a.o is mahout.apache.org) and then
+the PMC votes on it.  Nominations often occur internal to the PMC as well.</p>
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diff --git a/website/oldsite/_site/developers/how-to-contribute.html 
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+   <div id="header">
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+  </div>
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style="position:absolute;top:133px;padding-right:0px;padding-left:0px;">
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+    <ul class="nav navbar-nav">
+        <!-- <li><a href="/">Home</a></li> -->
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">General<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/general/downloads.html">Downloads</a>
+                <li><a href="/general/who-we-are.html">Who we are</a>
+                <li><a 
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Reading</a>
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+                <li class="nav-header">Legal</li>
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+                <li><a href="/developers/version-control.html">Version 
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+                <li><a href="/developers/buildingmahout.html">Build from 
source</a></li>
+                <li><a href="/developers/issue-tracker.html">Issue 
tracker</a></li>
+                <li><a href="https://builds.apache.org/job/Mahout-Quality/"; 
target="_blank">Code quality reports</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">Contributions</li>
+                <li><a href="/developers/how-to-contribute.html">How to 
contribute</a></li>
+                <li><a href="/developers/how-to-become-a-committer.html">How 
to become a committer</a></li>
+                <li><a href="/developers/gsoc.html">GSoC</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">For committers</li>
+                <li><a href="/developers/how-to-update-the-website.html">How 
to update the website</a></li>
+                <li><a href="/developers/patch-check-list.html">Patch check 
list</a></li>
+                <li><a href="/developers/github.html">Handling Github 
PRs</a></li>
+                <li><a href="/developers/how-to-release.html">How to 
release</a></li>
+                <li><a href="/developers/thirdparty-dependencies.html">Third 
party dependencies</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout-Samsara<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark 
Bindings Overview</a></li>
+                <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
+                <li><a 
href="/users/flinkbindings/playing-with-samsara-flink.html">Flink Bindings 
Overview</a></li>
+                <li class="nav-header">Engines</li>
+                <li><a href="/users/sparkbindings/home.html">Spark</a></li>
+                <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
+                <li><a 
href="/users/flinkbindings/flink-internals.html">Flink</a></li>
+                <li class="nav-header">References</li>
+                <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                <li><a 
href="/users/environment/out-of-core-reference.html">Distributed Algebraic DSL 
Reference</a></li>
+                <li class="nav-header">Tutorials</li>
+                <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
+                <li><a href="/users/environment/how-to-build-an-app.html">How 
to build an app</a></li>
+                <li><a 
href="/users/environment/classify-a-doc-from-the-shell.html">Building a text 
classifier in Mahout's Spark Shell</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                <li class="nav-header">Distributed Matrix Decomposition</li>
+                <li><a href="/users/algorithms/d-qr.html">Cholesky QR</a></li>
+                <li><a href="/users/algorithms/d-ssvd.html">SSVD</a></li>
+                <li><a href="/users/algorithms/d-als.html">Distributed 
ALS</a></li>
+                <li><a href="/users/algorithms/d-spca.html">SPCA</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/algorithms/recommender-overview.html">Recommender Overview</a></li>
+                <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                <li class="nav-header">Classification</li>
+                <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">MapReduce Basics<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                <li><a href="/users/basics/quickstart.html">Overview</a>
+                <li class="divider"></li>
+                <li class="nav-header">Working with text</li>
+                <li><a 
href="/users/basics/creating-vectors-from-text.html">Creating vectors from 
text</a>
+                <li><a href="/users/basics/collocations.html">Collocations</a>
+                <li class="divider"></li>
+                <li class="nav-header">Dimensionality reduction</li>
+                <li><a 
href="/users/dim-reduction/dimensional-reduction.html">Singular Value 
Decomposition</a></li>
+                <li><a href="/users/dim-reduction/ssvd.html">Stochastic 
SVD</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">Topic Models</li>
+                <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
+                <li><a href="/users/classification/bayesian.html">Naive 
Bayes</a></li>
+                <li><a 
href="/users/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
+                <li><a 
href="/users/classification/logistic-regression.html">Logistic Regression 
(Single Machine)</a></li>
+                <li><a 
href="/users/classification/partial-implementation.html">Random Forest</a></li>
+                <li class="nav-header">Classification Examples</li>
+                <li><a 
href="/users/classification/breiman-example.html">Breiman example</a></li>
+                <li><a href="/users/classification/twenty-newsgroups.html">20 
newsgroups example</a></li>
+                <li><a 
href="/users/classification/bankmarketing-example.html">SGD classifier bank 
marketing</a></li>
+                <li><a 
href="/users/classification/wikipedia-classifier-example.html">Wikipedia XML 
parser and classifier</a></li>
+                <li class="nav-header">Clustering</li>
+                <li><a 
href="/users/clustering/k-means-clustering.html">k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-clustering.html">Canopy</a></li>
+                <li><a href="/users/clustering/fuzzy-k-means.html">Fuzzy 
k-Means</a></li>
+                <li><a 
href="/users/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                <li><a 
href="/users/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                <li class="nav-header">Clustering Commandline usage</li>
+                <li><a 
href="/users/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                <li><a 
href="/users/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy 
k-Means</a></li>
+                <li class="nav-header">Clustering Examples</li>
+                <li><a 
href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic 
data</a></li>
+                <li class="nav-header">Cluster Post processing</li>
+                <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
+                <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
+                <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
+                <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                <li><a 
href="/users/recommender/recommender-documentation.html">Overview</a></li>
+                <li><a 
href="/users/recommender/intro-itembased-hadoop.html">Intro to item-based 
recommendations<br/> with Hadoop</a></li>
+                <li><a href="/users/recommender/intro-als-hadoop.html">Intro 
to ALS recommendations<br/> with Hadoop</a></li>
+            </ul>
+        </li>
+        <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+          <ul class="dropdown-menu">
+
+          </ul> -->
+        </li>
+    </ul>
+</div><!--/.nav-collapse -->
+        </div>
+      </div>
+    </div>
+
+</div>
+
+ <div id="sidebar">
+  <div id="sidebar-wrap">
+    <h2>Twitter</h2>
+       <ul class="sidemenu">
+               <li>
+<a class="twitter-timeline" href="https://twitter.com/ApacheMahout"; 
data-widget-id="422861673444028416">Tweets by @ApacheMahout</a>
+<script>!function(d,s,id){var 
js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+"://platform.twitter.com/widgets.js";fjs.parentNode.insertBefore(js,fjs);}}(document,"script","twitter-wjs");</script>
+</li>
+       </ul>
+    <h2>Apache Software Foundation</h2>
+    <ul class="sidemenu">
+      <li><a href="http://www.apache.org/foundation/how-it-works.html";>How the 
ASF works</a></li>
+      <li><a href="http://www.apache.org/foundation/getinvolved.html";>Get 
Involved</a></li>
+      <li><a href="http://www.apache.org/dev/";>Developer Resources</a></li>
+      <li><a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a></li>
+      <li><a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
+    </ul>
+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Apache Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Apache Hadoop</a></li>
+      <li><a href="http://bigtop.apache.org/";>Apache Bigtop</a></li>
+      <li><a href="http://spark.apache.org/";>Apache Spark</a></li>
+         <li><a href="http://flink.apache.org/";>Apache Flink</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+
+    <h1 id="how-to-contribute">How to contribute</h1>
+
+<p><em>Contributing to an Apache project</em> is about more than just writing 
code –
+it’s about doing what you can to make the project better.  There are lots
+of ways to contribute!</p>
+
+<p><a name="HowToContribute-BeInvolved"></a></p>
+<h2 id="get-involved">Get Involved</h2>
+
+<p>Discussions at Apache happen on the mailing list. To get involved, you 
should join the <a href="/general/mailing-lists,-irc-and-archives.html">Mahout 
mailing lists</a>.  In particular:</p>
+
+<ul>
+  <li>The <strong>user list</strong> (to help others)</li>
+  <li>The <strong>development list</strong> (to join discussions of changes)  
– This is the best place
+to understand where the project is headed.</li>
+  <li>The <strong>commit list</strong> (to see changes as they are made)</li>
+</ul>
+
+<p>Please keep discussions about Mahout on list so that everyone benefits. 
+Emailing individual committers with questions about specific Mahout issues
+is discouraged.  See <a 
href="http://people.apache.org/~hossman/#private_q";>http://people.apache.org/~hossman/#private_q</a>
+.  Apache  has a number of <a 
href="http://www.apache.org/dev/contrib-email-tips";>email tips for 
contributors</a> as well.</p>
+
+<p><a name="HowToContribute-WhattoWorkOn?"></a></p>
+<h2 id="what-to-work-on">What to Work On?</h2>
+
+<p>What do you like to work on?  There are a ton of things in Mahout that we
+would love to have contributions for: documentation, performance improvements, 
better tests, etc.
+The best place to start is by looking into our <a 
href="https://issues.apache.org/jira/browse/MAHOUT";>issue tracker</a> and
+seeing what bugs have been reported and seeing if any look like you could
+take them on.  Small, well written, well tested patches are a great way to
+get your feet wet.  It could be something as simple as fixing a typo.  The
+more important piece is you are showing you understand the necessary steps
+for making changes to the code.  Mahout is a pretty big beast at this
+point, so changes, especially from non-committers, need to be evolutionary
+not revolutionary since it is often very difficult to evaluate the merits
+of a very large patch. Think small, at least to start!</p>
+
+<p>Beyond JIRA, hang out on the dev@ mailing list. That’s where we discuss
+what we are working on in the internals and where you can get a sense of
+where people are working.</p>
+
+<p>Also, documentation is a great way to familiarize yourself with the code
+and is always a welcome addition to the codebase and this website. Feel free 
+to contribute texts and tutorials! Committers will make sure they are added 
+to this website, and we have a <a 
href="http://mahout.apache.org/developers/how-to-update-the-website.html";>guide 
for making website updates</a>.
+We also have a <a 
href="http://mahout.apache.org/general/books-tutorials-and-talks.html";>wide 
variety of books and slides</a> for learning more about 
+machine learning algorithms.</p>
+
+<p>If you are interested in working towards being a committer, <a 
href="/developers/how-to-become-a-committer.html">general guidelines are 
available online</a>.</p>
+
+<p><a 
name="HowToContribute-ContributingCode(Features,BigFixes,Tests,etc...)"></a></p>
+<h2 id="contributing-code-features-big-fixes-tests-etc">Contributing Code 
(Features, Big Fixes, Tests, etc…)</h2>
+
+<p>This section identifies the ‘‘optimal’’ steps community member can 
take to
+submit a changes or additions to the Mahout code base. This can be new
+features, bug fixes optimizations of existing features, or tests of
+existing code to prove it works as advertised (and to make it more robust
+against possible future changes).</p>
+
+<p>Please note that these are the “optimal” steps, and community members 
that
+don’t have the time or resources to do everything outlined on this below
+should not be discouraged from submitting their ideas “as is” per “Yonik
+Seeley’s (Solr committer) Law of Patches”:</p>
+
+<p><em>A half-baked patch in Jira, with no documentation, no tests and no 
backwards compatibility is better than no patch at all.</em></p>
+
+<p>Just because you may not have the time to write unit tests, or cleanup
+backwards compatibility issues, or add documentation, doesn’t mean other
+people don’t. Putting your patch out there allows other people to try it
+and possibly improve it.</p>
+
+<p><a name="HowToContribute-Gettingthesourcecode"></a></p>
+<h2 id="getting-the-source-code">Getting the source code</h2>
+
+<p>First of all, you need to get the <a 
href="/developers/version-control.html">Mahout source code</a>. Most 
development is done on the “trunk”.  Mahout mirrors its codebase on <a 
href="https://github.com/apache/mahout";>GitHub</a>. The first step to making a 
contribution is to fork Mahout’s master branch to your GitHub repository.</p>
+
+<p><a name="HowToContribute-MakingChanges"></a></p>
+<h2 id="making-changes">Making Changes</h2>
+
+<p>Before you start, you should send a message to the <a 
href="/general/mailing-lists,-irc-and-archives.html">Mahout developer mailing 
list</a>
+(note: you have to subscribe before you can post), or file a ticket in  our <a 
href="/developers/issue-tracker.html">issue tracker</a>.
+Describe your proposed changes and check that they fit in with what others are 
doing and have planned for the project.  Be patient, it may take folks a while 
to understand your requirements.</p>
+
+<ol>
+  <li>Create a JIRA Issue (if one does not already exist or you haven’t 
already)</li>
+  <li>Pull the code from your GitHub repository</li>
+  <li>Ensure that you are working with the latest code from the <a 
href="https://github.com/apache/mahout";>apache/mahout</a> master branch.</li>
+  <li>Modify the source code and add some (very) nice features.
+    <ul>
+      <li>Be sure to adhere to the following points:
+        <ul>
+          <li>All public classes and methods should have informative Javadoc
+comments.</li>
+          <li>Code should be formatted according to standard
+<a 
href="http://www.oracle.com/technetwork/java/codeconventions-150003.pdf";>Java 
coding conventions</a>,
+with two exceptions:
+            <ul>
+              <li>indent two spaces per level, not four.</li>
+              <li>lines can be 120 characters, not 80.</li>
+            </ul>
+          </li>
+          <li>Contributions should pass existing unit tests.</li>
+          <li>New unit tests should be provided to demonstrate bugs and 
fixes.</li>
+        </ul>
+      </li>
+    </ul>
+  </li>
+  <li>Commit the changes to your local repository.</li>
+  <li>Push the code back up to your GitHub repository.</li>
+  <li>Create a <a 
href="https://help.github.com/articles/creating-a-pull-request";>Pull 
Request</a> to the to apache/mahout repository on Github.
+    <ul>
+      <li>Include the corresponding JIRA Issue number and description in the 
title of the pull request:
+        <ul>
+          <li>ie. MAHOUT-xxxx: &lt; JIRA-Issue-Description &gt;</li>
+        </ul>
+      </li>
+    </ul>
+  </li>
+  <li>Committers and other members of the Mahout community can then comment on 
the Pull Request.  Be sure to watch for comments, respond and make any 
necessary changes.</li>
+</ol>
+
+<p>Please be patient. Committers are busy people too. If no one responds to 
your Pull Request after a few days, please make friendly reminders on the 
mailing list.  Please
+incorporate other’s suggestions into into your changes if you think 
they’re reasonable.  Finally, remember that even changes that are not 
committed are useful to the community.</p>
+
+<p><a name="HowToContribute-UnitTests"></a></p>
+<h4 id="unit-tests">Unit Tests</h4>
+
+<p>Please make sure that all unit tests succeed before creating your Pull 
Request.</p>
+
+<p>Run <em>mvn clean test</em>, if you see <em>BUILD SUCCESSFUL</em> after the 
tests have finished, all is ok, but if you see <em>BUILD FAILED</em>, 
+please carefully read the errors messages and check your code.</p>
+
+<h4 id="dos-and-donts">Do’s and Don’ts</h4>
+
+<p>Please do not:</p>
+
+<ul>
+  <li>reformat code unrelated to the bug being fixed: formatting changes should
+be done in separate issues.</li>
+  <li>comment out code that is now obsolete: just remove it.</li>
+  <li>insert comments around each change, marking the change: folks can use
+subversion to figure out what’s changed and by whom.</li>
+  <li>make things public which are not required by end users.</li>
+</ul>
+
+<p>Please do:</p>
+
+<ul>
+  <li>try to adhere to the coding style of files you edit;</li>
+  <li>comment code whose function or rationale is not obvious;</li>
+  <li>update documentation (e.g., ‘‘package.html’’ files, the website, 
etc.)</li>
+</ul>
+
+<p><a name="HowToContribute-Review/ImproveExistingPatches"></a></p>
+<h2 id="reviewimprove-existing-pull-requests">Review/Improve Existing Pull 
Requests</h2>
+
+<p>If there’s a JIRA issue that already has a Pull Request with changes that 
you think are really good, and works well for you – please add a comment 
saying so.   If there’s room
+for improvement (more tests, better javadocs, etc…) then make the changes on 
your GitHub branch and add a comment about them.        If a lot of people 
review a Pull Request and give it a
+thumbs up, that’s a good sign for committers when deciding if it’s worth 
spending time to review it – and if other people have already put in
+effort to improve the docs/tests for an issue, that helps even more.</p>
+
+<p>For more information see <a 
href="http://mahout.apache.org/developers/github.html";>Handling GitHub 
PRs</a>.</p>
+
+
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@@ -0,0 +1,581 @@
+
+
+<!DOCTYPE html>
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+                <li><a 
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+                <li class="nav-header">References</li>
+                <li><a 
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+                <li><a 
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+                <li class="nav-header">Tutorials</li>
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to build an app</a></li>
+                <li><a 
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+            </ul>
+        </li>
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+                <li class="nav-header">Distributed Matrix Decomposition</li>
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+                <li><a href="/users/algorithms/d-als.html">Distributed 
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+                <li><a 
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+                <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
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+                <li class="nav-header">Working with text</li>
+                <li><a 
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+                <li><a href="/users/basics/collocations.html">Collocations</a>
+                <li class="divider"></li>
+                <li class="nav-header">Dimensionality reduction</li>
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+                <li class="nav-header">Topic Models</li>
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+                <li><a href="/users/classification/bayesian.html">Naive 
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+                <li><a 
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+                <li><a 
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(Single Machine)</a></li>
+                <li><a 
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+                <li class="nav-header">Classification Examples</li>
+                <li><a 
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+                <li><a href="/users/classification/twenty-newsgroups.html">20 
newsgroups example</a></li>
+                <li><a 
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marketing</a></li>
+                <li><a 
href="/users/classification/wikipedia-classifier-example.html">Wikipedia XML 
parser and classifier</a></li>
+                <li class="nav-header">Clustering</li>
+                <li><a 
href="/users/clustering/k-means-clustering.html">k-Means</a></li>
+                <li><a 
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+                <li><a href="/users/clustering/fuzzy-k-means.html">Fuzzy 
k-Means</a></li>
+                <li><a 
href="/users/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                <li><a 
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+                <li class="nav-header">Clustering Commandline usage</li>
+                <li><a 
href="/users/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                <li><a 
href="/users/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy 
k-Means</a></li>
+                <li class="nav-header">Clustering Examples</li>
+                <li><a 
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+                <li class="nav-header">Cluster Post processing</li>
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visualisation</a></li>
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+                <li><a 
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+                <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
+                <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                <li><a 
href="/users/recommender/recommender-documentation.html">Overview</a></li>
+                <li><a 
href="/users/recommender/intro-itembased-hadoop.html">Intro to item-based 
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+                <li><a href="/users/recommender/intro-als-hadoop.html">Intro 
to ALS recommendations<br/> with Hadoop</a></li>
+            </ul>
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+  <div id="sidebar-wrap">
+    <h2>Twitter</h2>
+       <ul class="sidemenu">
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+</li>
+       </ul>
+    <h2>Apache Software Foundation</h2>
+    <ul class="sidemenu">
+      <li><a href="http://www.apache.org/foundation/how-it-works.html";>How the 
ASF works</a></li>
+      <li><a href="http://www.apache.org/foundation/getinvolved.html";>Get 
Involved</a></li>
+      <li><a href="http://www.apache.org/dev/";>Developer Resources</a></li>
+      <li><a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a></li>
+      <li><a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
+    </ul>
+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Apache Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Apache Hadoop</a></li>
+      <li><a href="http://bigtop.apache.org/";>Apache Bigtop</a></li>
+      <li><a href="http://spark.apache.org/";>Apache Spark</a></li>
+         <li><a href="http://flink.apache.org/";>Apache Flink</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+
+    <h1 id="how-to-release-mahout">How To Release Mahout</h1>
+
+<p><em>This page is prepared for Mahout committers. You need committer rights 
to
+create a new Mahout release.</em></p>
+
+<p><a name="HowToRelease-ReleasePlanning"></a></p>
+<h1 id="release-planning">Release Planning</h1>
+
+<p>Start a discussion on mahout-dev about having a release, questions to bring
+up include:</p>
+
+<ul>
+  <li>Any <a 
href="-https://issues.apache.org/jira/secure/issuenavigator!executeadvanced.jspa?jqlquery=project+%3d+mahout+and+resolution+%3d+unresolved+and+fixversion+%3d+%220.6%22&amp;runquery=true&amp;clear=true.html";>Unresolved
 JIRA issues for the upcoming release </a></li>
+  <li>Any <a 
href="-https://issues.apache.org/jira/secure/issuenavigator!executeadvanced.jspa?jqlquery=project+%3d+mahout+and+%28status+%3d+resolved+or+status+%3d+closed%29+and+fixversion+is+null+and+resolution+%3d+fixed&amp;runquery=true&amp;clear=true.html";>Resolved
 or Closed JIRA issues missing a “Fix Version” </a>
+ that should be marked as fixed in this release?</li>
+  <li>Does any documentation need an update?</li>
+  <li>Who is going to be the “release engineer”?</li>
+  <li>What day should be targeted for the release ?  Leave buffer time for a
+code freeze and release candidate testing; make sure at least a few people
+commit to having time to help test the release candidates around the target
+date.</li>
+</ul>
+
+<p><a name="HowToRelease-CodeFreeze"></a></p>
+<h1 id="code-freeze">Code Freeze</h1>
+
+<p>For 7-14 days prior to the release target date, have a “code freeze” 
where
+committers agree to only commit things if they:</p>
+
+<ul>
+  <li>Are documentation improvements (including fixes to eliminate Javadoc
+warnings)</li>
+  <li>Are new test cases that improve test coverage</li>
+  <li>Are bug fixes found because of improved test coverage</li>
+  <li>Are new tests and bug fixes for new bugs encountered by manually 
testing</li>
+</ul>
+
+<p><a name="HowToRelease-StepsForReleaseEngineer"></a></p>
+<h1 id="steps-for-release-engineer">Steps For Release Engineer</h1>
+
+<p><a name="HowToRelease-Beforebuildingrelease"></a></p>
+<h2 id="before-building-release">Before building release</h2>
+<ol>
+  <li>Check that all tests pass after a clean compile: mvn clean test</li>
+  <li>Check that there are no remaining unresolved Jira issues with the
+upcoming version number listed as the “Fix” version</li>
+  <li>Publish any prev. unpublished Third Party Deps: <a 
href="thirdparty-dependencies.html">Thirdparty Dependencies</a></li>
+</ol>
+
+<p><a name="HowToRelease-PreviewingtheArtifacts"></a></p>
+<h2 id="previewing-the-artifacts">Previewing the Artifacts</h2>
+<ol>
+  <li>To build the artifacts:</li>
+  <li>
+    <h1 id="mvn--pmahout-releaseapache-releasehadoop2-package">mvn 
-Pmahout-release,apache-release,hadoop2 package</h1>
+  </li>
+</ol>
+
+<p><a name="HowToRelease-Makingarelease"></a></p>
+<h2 id="making-a-release">Making a release</h2>
+<ul>
+  <li>Check if documentation needs an update</li>
+  <li>Update the web site’s news by updating a working copy of the SVN
+directory at https://svn.apache.org/repos/asf/mahout/site/new_website</li>
+  <li>Commit these changes. It is important to do this prior to the build so
+that it is reflected in the copy of the website included with the release
+for documentation purposes.</li>
+  <li>If this is your first release, add your key to the KEYS file. The KEYS
+file is located on Github at
+https://github.com/apache/mahout/master/distribution/KEYS and copy it
+to the release directory. 
+Make sure you commit your change.
+See http://www.apache.org/dev/release-signing.html.</li>
+  <li>Ensure you have set up standard Apache committer settings in
+ ~/.m2/settings.xml as per <a 
href="http://maven.apache.org/developers/committer-settings.html";>this page</a>
+.</li>
+  <li>Add a profile to your ~/.m2/settings.xml in the <profiles> section 
with:</profiles></li>
+</ul>
+
+<blockquote>
+  <profiles>
+    <profile>
+      <id>mahout_release</id>
+      <properties>
+       <gpg.keyname>YOUR PGP KEY NAME</gpg.keyname>
+       <gpg.passphrase>YOUR SIGNING PASSCODE HERE</gpg.passphrase>
+       
+<deploy.altRepository>mahout.releases::default::https://repository.apache.org/service/local/staging/deploy/maven2/</deploy.altRepository>
+       <username>USERNAME</username>
+       
+<deploy.url>https://repository.apache.org/service/local/staging/deploy/maven2/</deploy.url>
+      </properties>
+    </profile>
+  </profiles>
+</blockquote>
+
+<ul>
+  <li>You may also need to add the following to the <servers> section in
+~/.m2/settings.xml in order to upload artifacts (as the -Dusername=
+-Dpassword= didn't work for Grant for 0.8, but this did):</servers></li>
+</ul>
+<blockquote>
+<server>
+  <id>apache.releases.https</id>
+  <username>USERNAME</username>
+  <password>PASSWORD</password>
+</server>
+</blockquote>
+
+<ul>
+  <li>Set environment variable MAVEN_OPTS to -Xmx1024m to ensure the tests can
+run</li>
+  <li>export _JAVA_OPTIONS=”-Xmx1g”</li>
+  <li>If you are outside the US, then svn.apache.org may not resolve to the
+main US-based Subversion servers. (Compare the IP address you get for
+svn.apache.org with svn.us.apache.org to see if they are different.) This
+will cause problems during the release since it will create a revision and
+then immediately access, but, there is a replication lag of perhaps a
+minute to the non-US servers. To temporarily force using the US-based
+server, edit your equivalent of /etc/hosts and map the IP address of
+svn.us.apache.org to svn.apache.org.</li>
+  <li>
+    <p>Create the release candidate:</p>
+
+    <p>mvn -Pmahout-release,apache-release,hadoop2 release:prepare 
release:perform</p>
+
+    <p>If you have problems authenticating to svn.apache.org, try adding to 
the command line</p>
+
+    <div class="highlighter-rouge"><pre 
class="highlight"><code>-Dusername=\[user]\ -Dpassword=\[password\]
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+<p>If it screws up, first try doing:</p>
+
+<p>mvn -Dmahout-release,apache-release,hadoop2 release:rollback.</p>
+
+<p>followed by</p>
+
+<p>mvn -Dmahout-release,apache-release,hadoop2 release:clean</p>
+
+<p>This will likely save you time and do the right thing.</p>
+
+<p>You may also have to rollback the version numbers in the POM files.</p>
+
+<p>If you want to skip test cases while rebuilding, use</p>
+
+<p>mvn -DpreparationGoals=”clean compile” release:prepare 
release:perform</p>
+
+<ul>
+  <li>Review the artifacts, etc. on the Apache Repository (using Sonatype’s
+Nexus application) site: https://repository.apache.org/.
+         You will need to login using your ASF SVN credentials and then
+browse to the staging area.</li>
+  <li>Once you have reviewed the artifacts, you will need to “Close” out
+the staging area under Nexus, which then makes the artifacts available for
+others to see.
+    <ul>
+      <li>Log in to Nexus</li>
+      <li>Click the Staging Repositories link in the left hand menu</li>
+      <li>Click the Mahout staged one that was just uploaded by the
+release:perform target</li>
+      <li>Click Close in the toolbar. See
+https://docs.sonatype.org/display/Repository/Closing+a+Staging+Repository
+for a picture</li>
+      <li>Copy the “Repository URL” link to your email; it should be like
+https://repository.apache.org/content/repositories/orgapachemahout-024/</li>
+    </ul>
+  </li>
+  <li>Call a VOTE on [email protected].  Votes require 3 days before
+passing.  See Apache [release 
policy|http://www.apache.org/foundation/voting.html#ReleaseVotes]
+ for more info.</li>
+  <li>
+    <p>If there’s a problem, you need to unwind the release and start all
+over.
+      &lt;blockquote&gt;
+      mvn -Pmahout-release,apache-release,hadoop2 versions:set 
-DnewVersion=PREVIOUS_SNAPSHOT</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>  mvn 
-Pmahout-release,apache-release,hadoop2 versions:commit
+
+  git commit 
+
+  git push --delete apache &lt;tagname&gt; (deletes the remote tag)
+  git tag -d tagname (deletes the local tag)
+</code></pre>
+    </div>
+  </li>
+  <li>Release the artifact in the Nexus Repository in the same way you
+Closed it earlier.</li>
+  <li>Add your key to the KEYS file at
+http://www.apache.org/dist/mahout/<version>/</version></li>
+  <li>Copy the assemblies and their supporting files (tar.gz, zip, tar.bz2,
+plus .asc, .md5, .pom, .sha1 files) to the ASF mirrors at:
+people.apache.org:/www/www.apache.org/dist/mahout/<version>/. You should
+make sure the group "mahout" owns the files and that they are read only
+(-r--r--r-- in UNIX-speak). See [Guide To Distributing Existing Releases 
Through The ASF 
Mirrors|http://jakarta.apache.org/site/convert-to-mirror.html?Step-By-Step]
+ and the links that are there.
+</version>    <ul>
+      <li>cd /www/www.apache.org/dist/mahout</li>
+      <li>mkdir <VERSION></VERSION></li>
+      <li>cd <VERSION></VERSION></li>
+      <li>wget -e robots=off –no-check-certificate -np -r
+https://repository.apache.org/content/groups/public/org/apache/mahout/apache-mahout-distribution/<VERSION>/</VERSION></li>
+      <li>mv
+repository.apache.org/content/groups/public/org/apache/mahout/mahout-distribution/0.8/*
+.</li>
+      <li>rm -rf repository.apache.org/</li>
+      <li>rm index.html</li>
+    </ul>
+  </li>
+  <li>Wait 24 hours for release to propagate to mirrors.</li>
+  <li>Clean up JIRA: Bulk close all X.Y JIRA issues.  Mark the Version
+number as being released (see Manage Versions.)  Add the next version
+(X.Y+1) if necessary.</li>
+  <li>Update release version on http://mahout.apache.org/ and
+http://en.wikipedia.org/wiki/Apache_Mahout
+*
+https://cwiki.apache.org/confluence/display/MAHOUT/How+To+Update+The+Website</li>
+  <li>Send announcements to the user and developer lists.</li>
+</ul>
+
+<p>See also:</p>
+
+<ul>
+  <li>http://maven.apache.org/developers/release/releasing.html
+*
+http://www.sonatype.com/books/nexus-book/reference/staging-sect-deployment.html</li>
+  <li>http://www.sonatype.com/books/nexus-book/reference/index.html</li>
+</ul>
+
+<h3 id="post-release">Post Release</h3>
+<h2 id="versioning">Versioning</h2>
+<ul>
+  <li>Create the next version in JIRA (if it doesn’t already exist)</li>
+  <li>Mark the version as “released” in JIRA (noting the release date)</li>
+</ul>
+
+<h2 id="documentation">Documentation</h2>
+<ul>
+  <li>Change wiki to match current best practices (remove/change deprecations,
+etc)</li>
+</ul>
+
+<h2 id="publicity">Publicity</h2>
+<ul>
+  <li>update freshmeat</li>
+  <li>blog away</li>
+  <li>Update MLOSS entry: http://mloss.org/revision/view/387/.  See Grant for
+details.</li>
+</ul>
+
+<h2 id="related-resources">Related Resources</h2>
+
+<ul>
+  <li>http://www.apache.org/dev/#releases</li>
+  <li>http://www.apache.org/dev/#mirror</li>
+</ul>
+
+<h1 id="todo-things-to-cleanup-in-this-document">TODO: Things To Cleanup in 
this document</h1>
+
+<ul>
+  <li>more specifics about things to test before starting or after packaging
+(RAT, run scripts against example, etc…)</li>
+  <li>
+    <table>
+      <tbody>
+        <tr>
+          <td>include info about [Voting</td>
+          <td>http://www.apache.org/foundation/voting.html#ReleaseVotes]</td>
+        </tr>
+      </tbody>
+    </table>
+  </li>
+</ul>
+
+   </div>
+  </div>     
+</div> 
+  <footer class="footer" align="center">
+    <div class="container">
+      <p>
+        Copyright &copy; 2014-2016 The Apache Software Foundation, Licensed 
under
+        the <a href="http://www.apache.org/licenses/LICENSE-2.0";>Apache 
License, Version 2.0</a>.
+        <br />
+                 Apache Mahout, Mahout, Apache, the Apache feather logo, and 
the elephant rider logo are either registered trademarks or trademarks of <a 
href="http://www.apache.org/foundation/marks/";>The Apache Software 
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+  </footer>
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