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From build...@apache.org
Subject svn commit: r985141 [2/2] - in /websites/staging/mahout/trunk/content: ./ developers/ general/ users/algorithms/ users/basics/ users/classification/ users/clustering/ users/dim-reduction/ users/environment/ users/flinkbindings/ users/misc/ users/recomm...
Date Fri, 08 Apr 2016 21:55:29 GMT
Modified: websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html (original)
+++ websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html (original)
+++ websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/environment/classify-a-doc-from-the-shell.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/classify-a-doc-from-the-shell.html (original)
+++ websites/staging/mahout/trunk/content/users/environment/classify-a-doc-from-the-shell.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/environment/h2o-internals.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/h2o-internals.html (original)
+++ websites/staging/mahout/trunk/content/users/environment/h2o-internals.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/environment/how-to-build-an-app.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/how-to-build-an-app.html (original)
+++ websites/staging/mahout/trunk/content/users/environment/how-to-build-an-app.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/environment/in-core-reference.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/in-core-reference.html (original)
+++ websites/staging/mahout/trunk/content/users/environment/in-core-reference.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/environment/out-of-core-reference.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/out-of-core-reference.html (original)
+++ websites/staging/mahout/trunk/content/users/environment/out-of-core-reference.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/environment/spark-internals.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/spark-internals.html (original)
+++ websites/staging/mahout/trunk/content/users/environment/spark-internals.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/flinkbindings/flink-internals.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/flinkbindings/flink-internals.html (original)
+++ websites/staging/mahout/trunk/content/users/flinkbindings/flink-internals.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Added: websites/staging/mahout/trunk/content/users/flinkbindings/playing-with-samsara-flink.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/flinkbindings/playing-with-samsara-flink.html (added)
+++ websites/staging/mahout/trunk/content/users/flinkbindings/playing-with-samsara-flink.html Fri Apr  8 21:55:28 2016
@@ -0,0 +1,407 @@
+<!DOCTYPE html>
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+		  <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>
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+                  <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>
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+                  <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>
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+                <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>
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+      <li><a href="http://bigtop.apache.org/">Bigtop</a></li>
+      <li><a href="http://spark.apache.org/">Spark</a></li>
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+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+    <style type="text/css">
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+   It was originally lifted from http://subversion.apache.org/style/site.css */
+/*
+ * Hide class="elementid-permalink", except when an enclosing heading
+ * has the :hover property.
+ */
+.headerlink, .elementid-permalink {
+  visibility: hidden;
+}
+h2:hover > .headerlink, h3:hover > .headerlink, h1:hover > .headerlink, h6:hover > .headerlink, h4:hover > .headerlink, h5:hover > .headerlink, dt:hover > .elementid-permalink { visibility: visible }</style>
+<h2 id="getting-started">Getting Started<a class="headerlink" href="#getting-started" title="Permanent link">&para;</a></h2>
+<p>To get started, add the following dependency to the pom:</p>
+<div class="codehilite"><pre><span class="nt">&lt;dependency&gt;</span>
+  <span class="nt">&lt;groupId&gt;</span>org.apache.mahout<span class="nt">&lt;/groupId&gt;</span>
+  <span class="nt">&lt;artifactId&gt;</span>mahout-flink_2.10<span class="nt">&lt;/artifactId&gt;</span>
+  <span class="nt">&lt;version&gt;</span>0.12.0<span class="nt">&lt;/version&gt;</span>
+<span class="nt">&lt;/dependency&gt;</span>
+</pre></div>
+
+
+<p>Here is how to use the Flink backend:</p>
+<div class="codehilite"><pre><span class="n">import</span> <span class="n">org</span><span class="p">.</span><span class="n">apache</span><span class="p">.</span><span class="n">flink</span><span class="p">.</span><span class="n">api</span><span class="p">.</span><span class="n">java</span><span class="p">.</span><span class="n">ExecutionEnvironment</span>
+<span class="n">import</span> <span class="n">org</span><span class="p">.</span><span class="n">apache</span><span class="p">.</span><span class="n">mahout</span><span class="p">.</span><span class="n">math</span><span class="p">.</span><span class="n">drm</span><span class="p">.</span><span class="n">_</span>
+<span class="n">import</span> <span class="n">org</span><span class="p">.</span><span class="n">apache</span><span class="p">.</span><span class="n">mahout</span><span class="p">.</span><span class="n">math</span><span class="p">.</span><span class="n">drm</span><span class="p">.</span><span class="n">RLikeDrmOps</span><span class="p">.</span><span class="n">_</span>
+<span class="n">import</span> <span class="n">org</span><span class="p">.</span><span class="n">apache</span><span class="p">.</span><span class="n">mahout</span><span class="p">.</span><span class="n">flinkbindings</span><span class="p">.</span><span class="n">_</span>
+
+<span class="n">object</span> <span class="n">ReadCsvExample</span> <span class="p">{</span>
+
+  <span class="n">def</span> <span class="n">main</span><span class="p">(</span><span class="n">args</span><span class="p">:</span> <span class="n">Array</span><span class="p">[</span><span class="n">String</span><span class="p">]):</span> <span class="n">Unit</span> <span class="p">=</span> <span class="p">{</span>
+    <span class="n">val</span> <span class="n">filePath</span> <span class="p">=</span> &quot;<span class="n">path</span><span class="o">/</span><span class="n">to</span><span class="o">/</span><span class="n">the</span><span class="o">/</span><span class="n">input</span><span class="o">/</span><span class="n">file</span>&quot;
+
+    <span class="n">val</span> <span class="n">env</span> <span class="p">=</span> <span class="n">ExecutionEnvironment</span><span class="p">.</span><span class="n">getExecutionEnvironment</span>
+    <span class="n">implicit</span> <span class="n">val</span> <span class="n">ctx</span> <span class="p">=</span> <span class="n">new</span> <span class="n">FlinkDistributedContext</span><span class="p">(</span><span class="n">env</span><span class="p">)</span>
+
+    <span class="n">val</span> <span class="n">drm</span> <span class="p">=</span> <span class="n">readCsv</span><span class="p">(</span><span class="n">filePath</span><span class="p">,</span> <span class="n">delim</span> <span class="p">=</span> &quot;<span class="o">\</span><span class="n">t</span>&quot;<span class="p">,</span> <span class="n">comment</span> <span class="p">=</span> &quot;#&quot;<span class="p">)</span>
+    <span class="n">val</span> <span class="n">C</span> <span class="p">=</span> <span class="n">drm</span><span class="p">.</span><span class="n">t</span> <span class="c">%*% drm</span>
+    <span class="n">println</span><span class="p">(</span><span class="n">C</span><span class="p">.</span><span class="n">collect</span><span class="p">)</span>
+  <span class="p">}</span>
+
+<span class="p">}</span>
+</pre></div>
+
+
+<h2 id="current-status">Current Status<a class="headerlink" href="#current-status" title="Permanent link">&para;</a></h2>
+<p>The top JIRA for Flink backend is <a href="https://issues.apache.org/jira/browse/MAHOUT-1570">MAHOUT-1570</a> which has been fully implemented.</p>
+<h3 id="implemented">Implemented<a class="headerlink" href="#implemented" title="Permanent link">&para;</a></h3>
+<ul>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1701">MAHOUT-1701</a> Mahout DSL for Flink: implement AtB ABt and AtA operators</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1702">MAHOUT-1702</a> implement element-wise operators (like <code>A + 2</code> or <code>A + B</code>) </li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1703">MAHOUT-1703</a> implement <code>cbind</code> and <code>rbind</code></li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1709">MAHOUT-1709</a> implement slicing (like <code>A(1 to 10, ::)</code>)</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1710">MAHOUT-1710</a> implement right in-core matrix multiplication (<code>A %*% B</code> when <code>B</code> is in-core) </li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1711">MAHOUT-1711</a> implement broadcasting</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1712">MAHOUT-1712</a> implement operators <code>At</code>, <code>Ax</code>, <code>Atx</code> - <code>Ax</code> and <code>At</code> are implemented</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1734">MAHOUT-1734</a> implement I/O - should be able to read results of Flink bindings</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1747">MAHOUT-1747</a> add support for different types of indexes (String, long, etc) - now supports <code>Int</code>, <code>Long</code> and <code>String</code></li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1748">MAHOUT-1748</a> switch to Flink Scala API </li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1749">MAHOUT-1749</a> Implement <code>Atx</code></li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1750">MAHOUT-1750</a> Implement <code>ABt</code></li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1751">MAHOUT-1751</a> Implement <code>AtA</code> </li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1755">MAHOUT-1755</a> Flush intermediate results to FS - Flink, unlike Spark, does not store intermediate results in memory.</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1764">MAHOUT-1764</a> Add standard backend tests for Flink</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1765">MAHOUT-1765</a> Add documentation about Flink backend</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1804">MAHOUT-1804</a> Implement drmParallelizeWithRowLabels(..) in Flink</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1805">MAHOUT-1805</a> Implement allReduceBlock(..) in Flink bindings</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1809">MAHOUT-1809</a> Failing tests in flin-bindings: dals and dspca</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1810">MAHOUT-1810</a> Failing test in flink-bindings: A + B Identically partitioned (mapBlock Checkpointing issue)</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1812">MAHOUT-1812</a> Implement drmParallelizeWithEmptyLong(..) in flink bindings</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1814">MAHOUT-1814</a> Implement drm2intKeyed in flink bindings</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1815">MAHOUT-1815</a> dsqDist(X,Y) and dsqDist(X) failing in flink tests</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1816">MAHOUT-1816</a> Implement newRowCardinality in CheckpointedFlinkDrm</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1817">MAHOUT-1817</a> Implement caching in Flink Bindings</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1818">MAHOUT-1818</a> dals test failing in Flink Bindings</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1819">MAHOUT-1819</a> Set the default Parallelism for Flink execution in FlinkDistributedContext</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1820">MAHOUT-1820</a> Add a method to generate Tuple<PartitionId, Partition elements count>&gt; to support Flink backend</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1821">MAHOUT-1821</a> Use a mahout-flink-conf.yaml configuration file for Mahout specific Flink configuration</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1822">MAHOUT-1822</a> Update NOTICE.txt, License.txt to add Apache Flink</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1823">MAHOUT-1823</a> Modify MahoutFlinkTestSuite to implement FlinkTestBase</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1824">MAHOUT-1824</a> Optimize FlinkOpAtA to use upper triangular matrices</li>
+<li><a href="https://issues.apache.org/jira/browse/MAHOUT-1825">MAHOUT-1825</a> Add List of Flink algorithms to Mahout wiki page</li>
+</ul>
+<h3 id="tests">Tests<a class="headerlink" href="#tests" title="Permanent link">&para;</a></h3>
+<p>There is a set of standard tests that all engines should pass (see <a href="https://issues.apache.org/jira/browse/MAHOUT-1764">MAHOUT-1764</a>).  </p>
+<ul>
+<li><code>DistributedDecompositionsSuite</code>: <code>dspca</code> tests fails and <code>dals</code> does not complete (crushes with <code>OutOfMemoryException</code>)</li>
+<li><code>DrmLikeOpsSuite</code>: two <code>dsqDist</code> tests fail, the rest pass </li>
+<li><code>DrmLikeSuite</code> DFS i/o test doesn't pass (although I/O should work when not using a temp dir)</li>
+<li><code>RLikeDrmOpsSuite</code>, one of <code>A + B</code> tests fails for no obvious reason </li>
+</ul>
+<p>These are Flink-backend specific tests, e.g.</p>
+<ul>
+<li><code>DrmLikeOpsSuite</code> for operations like <code>norm</code>, <code>rowSums</code>, <code>rowMeans</code></li>
+<li><code>RLikeOpsSuite</code> for basic LA like <code>A.t %*% A</code>, <code>A.t %*% x</code>, etc</li>
+<li><code>LATestSuite</code> tests for specific operators like <code>AtB</code>, <code>Ax</code>, etc</li>
+<li><code>UseCasesSuite</code> has more complex examples, like power iteration, ridge regression, etc</li>
+</ul>
+<h2 id="environment">Environment<a class="headerlink" href="#environment" title="Permanent link">&para;</a></h2>
+<p>For development the minimal supported configuration is </p>
+<ul>
+<li><a href="http://www.oracle.com/technetwork/java/javase/downloads/jdk7-downloads-1880260.html">JDK 1.7</a> (We had problems with 1.8) </li>
+<li>[Scala 2.10]</li>
+</ul>
+<p>When using mahout, please import the following projects: </p>
+<ul>
+<li><code>mahout-math</code></li>
+<li><code>mahout-math-scala</code></li>
+<li><code>mahout-flink_2.10</code></li>
+<li>optionally, <code>mahout-spark_2.10</code> if you want to get inspired by Spark implementation </li>
+</ul>
+   </div>
+  </div>     
+</div> 
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+    <div class="container">
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Modified: websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/misc/testing.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/testing.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/testing.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/quickstart.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/quickstart.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/quickstart.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/sparkbindings/faq.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/sparkbindings/faq.html (original)
+++ websites/staging/mahout/trunk/content/users/sparkbindings/faq.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/sparkbindings/home.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/sparkbindings/home.html (original)
+++ websites/staging/mahout/trunk/content/users/sparkbindings/home.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>

Modified: websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html (original)
+++ websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html Fri Apr  8 21:55:28 2016
@@ -143,6 +143,7 @@
                 <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>



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