http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/assets/vendor/popper/popper.min.js
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diff --git a/assets/vendor/popper/popper.min.js 
b/assets/vendor/popper/popper.min.js
new file mode 100755
index 0000000..caf96d5
--- /dev/null
+++ b/assets/vendor/popper/popper.min.js
@@ -0,0 +1,5 @@
+/*
+ Copyright (C) Federico Zivolo 2017
+ Distributed under the MIT License (license terms are at 
http://opensource.org/licenses/MIT).
+ */(function(e,t){'object'==typeof exports&&'undefined'!=typeof 
module?module.exports=t():'function'==typeof 
define&&define.amd?define(t):e.Popper=t()})(this,function(){'use 
strict';function e(e){return e&&'[object 
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y='bottom'==c?-1:1,w='right'==u?-1:1;m[c]=d*y,m[u]=p*w,m.willChange=c+', 
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e.attributes=se({},v,e.attributes),e.styles=se({},m,e.styles),e},gpuAcceleration:!0,x:'bottom',y:'right'},applyStyle:{order:900,enabled:!0,fn:function(e){return
 
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t.setAttribute('x-placement',p),U(t,{position:'absolute'}),o},gpuAcceleration:void
 0}}},le});
+//# sourceMappingURL=popper.min.js.map

http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/build_site.sh
----------------------------------------------------------------------
diff --git a/build_site.sh b/build_site.sh
new file mode 100755
index 0000000..408e327
--- /dev/null
+++ b/build_site.sh
@@ -0,0 +1,44 @@
+#!/usr/bin/env bash
+
+# Big thanks to Project Aria Tosca Incubating! (rawkintrevo lifted/modded 
their script Nov 29, 2017))
+
+WORKDIR=/tmp/mahout-site
+rm -rf $WORKDIR
+mkdir -p $WORKDIR/docs/latest
+
+export RUBY_PATH=~/shared/.rvm
+export GEM_HOME=${RUBY_PATH}/gems
+curl -sSL https://get.rvm.io | bash -s -- --path ${RUBY_PATH}
+mkdir -p ${GEM_HOME}/gems
+gem install  --install-dir ${GEM_HOME} bundler
+export PATH=${GEM_HOME}/bin:$PATH
+(cd website && bundle install --path ${GEM_HOME})
+(cd website && bundle)
+(cd website && bundle exec jekyll build --destination $WORKDIR)
+
+# Set env for docs
+MAHOUT_VERSION=0.13.0
+if [ ! -d "$WORKDIR/docs/$MAHOUT_VERSION/api" ]; then
+       echo "API docs for $MAHOUT_VERSION not found, downloading them"
+       DISTFILE=apache-mahout-distribution-$MAHOUT_VERSION.tar.gz
+       DISTPATH= 
https://dist.apache.org/repos/dist/release/mahout/$MAHOUT_VERSION/$DISTFILE
+
+       # Copy API docs into _site
+       wget -qP $WORKDIR $DISTPATH
+       tar -C $WORKDIR -xzf $WORKDIR/$DISTFILE 
apache-mahout-distribution-$MAHOUT_VERSION/docs
+       mkdir -p $WORKDIR/docs/$MAHOUT_VERSION/api
+       mv $WORKDIR/apache-mahout-distribution-$MAHOUT_VERSION/docs 
$WORKDIR/docs/$MAHOUT_VERSION/api
+       rm -f $WORKDIR/$DISTFILE
+fi
+
+
+git checkout asf-site
+git clean -f -d
+git pull origin asf-site
+# rm -rf *
+#cp -a $WORKDIR/* .
+cp -r $WORKDIR/* .
+git add .
+git commit -m "Automatic Site Publish by Buildbot"
+git push origin asf-site
+

http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/developers/buildingmahout.html
----------------------------------------------------------------------
diff --git a/developers/buildingmahout.html b/developers/buildingmahout.html
index e47030a..34b1b9b 100644
--- a/developers/buildingmahout.html
+++ b/developers/buildingmahout.html
@@ -1,278 +1,144 @@
+<!DOCTYPE html>
+<html lang=" en ">
+
+<head>
+  <meta charset="utf-8">
+  <meta http-equiv="X-UA-Compatible" content="IE=edge">
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+
+  <title>
+    Building Mahout
+    
+  </title>
+
+  <meta name="description" content="Distributed Linear Algebra">
+
+  <link rel="stylesheet" href="/assets/css/main.css">
+
+  <!-- Font Awesome -->
+  <link 
href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css";
 rel="stylesheet" 
integrity="sha384-wvfXpqpZZVQGK6TAh5PVlGOfQNHSoD2xbE+QkPxCAFlNEevoEH3Sl0sibVcOQVnN"
 crossorigin="anonymous">
+
+  <!-- Google Fonts -->
+  <link href="https://fonts.googleapis.com/css?family=Maven+Pro:400,500"; 
rel="stylesheet">
+  <link href="https://fonts.googleapis.com/css?family=Muli:400,400i,700,700i"; 
rel="stylesheet">
+
+  <link rel="canonical" 
href="http://mahout.apache.org//developers/buildingmahout.html";>
+  <link rel="alternate" type="application/rss+xml" title="Apache Mahout" 
href="/%20/feed.xml">
 
 
-<!DOCTYPE html>
-<!--
-
-    Licensed to the Apache Software Foundation (ASF) under one or more
-    contributor license agreements.  See the NOTICE file distributed with
-    this work for additional information regarding copyright ownership.
-    The ASF licenses this file to You under the Apache License, Version 2.0
-    (the "License"); you may not use this file except in compliance with
-    the License.  You may obtain a copy of the License at
-
-       http://www.apache.org/licenses/LICENSE-2.0
-
-    Unless required by applicable law or agreed to in writing, software
-    distributed under the License is distributed on an "AS IS" BASIS,
-    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-    See the License for the specific language governing permissions and
-    limitations under the License.
--->
-
-<html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"><head><meta 
http-equiv="Content-Type" content="text/html; charset=UTF-8">
-  <title>Apache Mahout: Scalable machine learning and data mining</title>
-  <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-  <meta name="Distribution" content="Global">
-  <meta name="Robots" content="index,follow">
-  <meta name="keywords" content="apache, apache hadoop, apache lucene,
-        business data mining, cluster analysis,
-        collaborative filtering, data extraction, data filtering, data 
framework, data integration,
-        data matching, data mining, data mining algorithms, data mining 
analysis, data mining data,
-        data mining introduction, data mining software,
-        data mining techniques, data representation, data set, datamining,
-        feature extraction, fuzzy k means, genetic algorithm, hadoop,
-        hierarchical clustering, high dimensional, introduction to data 
mining, kmeans,
-        knowledge discovery, learning approach, learning approaches, learning 
methods,
-        learning techniques, lucene, machine learning, machine translation, 
mahout apache,
-        mahout taste, map reduce hadoop, mining data, mining methods, naive 
bayes,
-        natural language processing,
-        supervised, text mining, time series data, unsupervised, web data 
mining">
-  <link rel="shortcut icon" type="image/x-icon" 
href="https://mahout.apache.org/images/favicon.ico";>
-  <!--<script type="text/javascript" src="/js/prototype.js"></script>-->
-  <script type="text/javascript" 
src="https://ajax.googleapis.com/ajax/libs/prototype/1.7.2.0/prototype.js";></script>
-  <script type="text/javascript" 
src="/assets/themes/mahout-retro/js/effects.js"></script>
-  <script type="text/javascript" 
src="/assets/themes/mahout-retro/js/search.js"></script>
-  <script type="text/javascript" 
src="/assets/themes/mahout-retro/js/slides.js"></script>
-
-  <link href="/assets/themes/mahout-retro/css/bootstrap.min.css" 
rel="stylesheet" media="screen">
-  <link href="/assets/themes/mahout-retro/css/bootstrap-responsive.css" 
rel="stylesheet">
-  <link rel="stylesheet" href="/assets/themes/mahout-retro/css/global.css" 
type="text/css">
-
-  <!-- mathJax stuff -- use `\(...\)` for inline style math in markdown -->
-  <script type="text/x-mathjax-config">
-  MathJax.Hub.Config({
-    tex2jax: {
-      skipTags: ['script', 'noscript', 'style', 'textarea', 'pre']
-    }
-  });
-  MathJax.Hub.Queue(function() {
-    var all = MathJax.Hub.getAllJax(), i;
-    for(i = 0; i < all.length; i += 1) {
-      all[i].SourceElement().parentNode.className += ' has-jax';
-    }
-  });
-  </script>
-  <script type="text/javascript">
-    var mathjax = document.createElement('script'); 
-    mathjax.type = 'text/javascript'; 
-    mathjax.async = true;
-
-    mathjax.src = ('https:' == document.location.protocol) ?
-        
'https://c328740.ssl.cf1.rackcdn.com/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML'
 : 
-        
'http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML';
-       
-         var s = document.getElementsByTagName('script')[0]; 
-    s.parentNode.insertBefore(mathjax, s);
-  </script>
 </head>
 
-<body id="home" data-twttr-rendered="true">
-  <div id="wrap">
-   <div id="header">
-    <div id="logo"><a href="/"><img src="/assets/img/mahout-logo-brudman.png" 
alt="Logos for Mahout and Apache Software Foundation" /></a></div>
-  <div id="search">
-    <form id="search-form" action="http://www.google.com/search"; method="get" 
class="navbar-search pull-right">    
-      <input value="http://mahout.apache.org"; name="sitesearch" type="hidden">
-      <input class="search-query" name="q" id="query" type="text">
-      <input id="submission" type="image" src="/assets/img/mahout-lupe.png" 
alt="Search" />
-    </form>
-  </div>
- 
-    <div class="navbar navbar-inverse" 
style="position:absolute;top:133px;padding-right:0px;padding-left:0px;">
-      <div class="navbar-inner" style="border: none; background: #999; border: 
none; border-radius: 0px;">
-        <div class="container">
-          <button type="button" class="btn btn-navbar" data-toggle="collapse" 
data-target=".nav-collapse">
-            <span class="icon-bar"></span>
-            <span class="icon-bar"></span>
-            <span class="icon-bar"></span>
-          </button>
-          <!-- <a class="brand" href="#">Apache Community Development 
Project</a> -->
-            <!--<div class="nav-collapse collapse">-->
-<div class="collapse navbar-collapse" id="main-navbar">
-    <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 
href="/general/mailing-lists,-irc-and-archives.html">Mailing Lists</a>
-                <li><a href="/general/release-notes.html">Release Notes</a>
-                <li><a href="/general/books-tutorials-and-talks.html">Books, 
Tutorials, Talks</a></li>
-                <li><a href="/general/powered-by-mahout.html">Powered By 
Mahout</a>
-                <li><a href="/general/professional-support.html">Professional 
Support</a>
-                <li class="divider"></li>
-                <li class="nav-header">Resources</li>
-                <li><a href="/general/reference-reading.html">Reference 
Reading</a>
-                <li><a href="/general/faq.html">FAQ</a>
-                <li class="divider"></li>
-                <li class="nav-header">Legal</li>
-                <li><a href="http://www.apache.org/licenses/";>License</a></li>
-                <li><a href="http://www.apache.org/security/";>Security</a></li>
-                <li><a href="/general/privacy-policy.html">Privacy Policy</a>
-            </ul>
-        </li>
-        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Developers<b class="caret"></b></a>
-            <ul class="dropdown-menu">
-                <li><a href="/developers/developer-resources.html">Developer 
resources</a></li>
-                <li><a href="/developers/version-control.html">Version 
control</a></li>
-                <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>
+
+<body>
+
+  <nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
+
+    <div class="container">
+
+        <a class="navbar-brand" href="/">
+          <img src="/assets/mahout-logo-blue.svg" alt="">
+        </a>
+
+        <button class="navbar-toggler" type="button" data-toggle="collapse" 
data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" 
aria-expanded="false" aria-label="Toggle navigation">
+            <span class="navbar-toggler-icon"></span>
+        </button>
+
+        <div class="collapse navbar-collapse" id="navbarSupportedContent">
+
+            <ul class="navbar-nav ml-auto">
+
+                <!-- Download -->
+                <li class="nav-item">
+                    <a class="nav-link" href="/downloads/">Download</a>
+                </li>
+
+                <li class="nav-item">
+                    <a class="nav-link" 
href="/docs/0.13.1-SNAPSHOT/index.html">Overview</a>
+                </li>
+
+                <!-- Developers -->
+                <li class="nav-item dropdown">
+                    <a class="nav-link dropdown-toggle" href="" 
id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" 
aria-expanded="false">Developers</a>
+                    <div class="dropdown-menu" 
aria-labelledby="navbarDropdownMenuLink">
+                        <a class="dropdown-item" 
href="/developers/developer-resources.html">Developer Resources</a>
+                        <a class="dropdown-item" 
href="/developers/buildingmahout/">Building Mahout from Source</a>
+                        <a class="dropdown-item" 
href="/developers/issue-tracker/">Issues Tracking (JIRA)</a>
+                        <!-- <a class="dropdown-item" 
href="/developers/patch-check-list/">Patch Check List</a> going to github 
template -->
+                        <!-- <a class="dropdown-item" 
href="/developers/reference/">References</a> a lot of overlap with books, 
talks, etc. page -->
+                        <a class="dropdown-item" 
href="/developers/release-notes/">Release Notes</a>
+                        <!-- <a class="dropdown-item" 
href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our 
site the reasonable place for this? -->
+                        <!-- <a class="dropdown-item" 
href="/developers/version-control/">Version Control</a> -->
+                        <div class="dropdown-divider"></div>
+                        <h6 class="dropdown-header">How To's</h6>
+                        <a class="dropdown-item" 
href="/developers/how-to-contribute/">How to Contribute</a>
+                        <a class="dropdown-item" 
href="/developers/githubPRs/">Github PRs</a>
+                        <a class="dropdown-item" 
href="/developers/how-to-become-a-committer/">How to Become a Committer</a>
+                        <a class="dropdown-item" 
href="/developers/how-to-release/">How to Release</a>
+                        <a class="dropdown-item" 
href="/developers/how-to-update-the-website/">How to Update the Website</a>
+                    </div>
+                </li>
+
+                <!-- Docs -->
+                <li class="nav-item dropdown">
+                    <a class="nav-link dropdown-toggle" href="" 
id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" 
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(Development)</h6>
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+                        <!-- Is OK- updated Map/Reduce verbage to reflect 
Samsara -->
+                        <!-- <a class="dropdown-item" 
href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep 
them? -->
+                        <!-- <a class="dropdown-item" 
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cleanedup - do we still want this even?-->
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-      <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">
+  <div class="container mt-5 pb-4">
+
+  <div class="row">
 
-    <h1 id="building-mahout-from-source">Building Mahout from Source</h1>
+    <div class="col-lg-8">
+      <h1 id="building-mahout-from-source">Building Mahout from Source</h1>
 
 <h2 id="prerequisites">Prerequisites</h2>
 
@@ -281,15 +147,17 @@
   <li>Apache Maven 3.3.9</li>
 </ul>
 
+<p><a name="getting-code"></a></p>
 <h2 id="getting-the-source-code">Getting the source code</h2>
 
 <p>Checkout the sources from the <a 
href="https://github.com/apache/mahout";>Mahout GitHub repository</a>
 either via</p>
 
-<pre><code>git clone [email protected]:apache/mahout.git or
+<div class="highlighter-rouge"><pre class="highlight"><code>git clone 
[email protected]:apache/mahout.git or
  
 git clone https://github.com/apache/mahout.git
 </code></pre>
+</div>
 
 <h2 id="building-from-source">Building From Source</h2>
 
@@ -320,49 +188,57 @@ Choose package type: Pre-Built for Hadoop 2.4</p>
 <p>Install ViennaCL 1.7.0+
 If running Ubuntu 16.04+</p>
 
-<pre><code>sudo apt-get install libviennacl-dev
+<div class="highlighter-rouge"><pre class="highlight"><code>sudo apt-get 
install libviennacl-dev
 </code></pre>
+</div>
 
 <p>Otherwise if your distribution’s package manager does not have a 
viennniacl-dev package &gt;1.7.0, clone it directly into the directory which 
will be included in when  being compiled by Mahout:</p>
 
-<pre><code>mkdir ~/tmp
+<div class="highlighter-rouge"><pre class="highlight"><code>mkdir ~/tmp
 cd ~/tmp &amp;&amp; git clone https://github.com/viennacl/viennacl-dev.git
 cp -r viennacl/ /usr/local/
 cp -r CL/ /usr/local/
 </code></pre>
+</div>
 
 <p>Ensure that the OpenCL 1.2+ drivers are installed (packed with most 
consumer grade NVIDIA drivers).  Not sure about higher end cards.</p>
 
-<p>Clone mahout repository into <code>~/apache</code>.</p>
+<p>Clone mahout repository into <code 
class="highlighter-rouge">~/apache</code>.</p>
 
-<pre><code>git clone https://github.com/apache/mahout.git
+<div class="highlighter-rouge"><pre class="highlight"><code>git clone 
https://github.com/apache/mahout.git
 </code></pre>
+</div>
 
 <h6 id="configuration">Configuration</h6>
 
 <p>When building mahout for a spark backend, we need four System Environment 
variables set:</p>
-<pre><code>    export MAHOUT_HOME=/home/&lt;user&gt;/apache/mahout
+<div class="highlighter-rouge"><pre class="highlight"><code>    export 
MAHOUT_HOME=/home/&lt;user&gt;/apache/mahout
     export HADOOP_HOME=/home/&lt;user&gt;/apache/hadoop-2.4.1
     export SPARK_HOME=/home/&lt;user&gt;/apache/spark-1.6.3-bin-hadoop2.4    
     export JAVA_HOME=/home/&lt;user&gt;/java/jdk-1.8.121
 </code></pre>
+</div>
 
 <p>Mahout on Spark regularly uses one more env variable, the IP of the Spark 
cluster’s master node (usually the node which one would be logged into).</p>
 
 <p>To use 4 local cores (Spark master need not be running)</p>
-<pre><code>export MASTER=local[4]
+<div class="highlighter-rouge"><pre class="highlight"><code>export 
MASTER=local[4]
 </code></pre>
+</div>
 <p>To use all available local cores (again, Spark master need not be 
running)</p>
-<pre><code>export MASTER=local[*]
+<div class="highlighter-rouge"><pre class="highlight"><code>export 
MASTER=local[*]
 </code></pre>
+</div>
 <p>To point to a cluster with spark running:</p>
-<pre><code>export MASTER=spark://master.ip.address:7077
+<div class="highlighter-rouge"><pre class="highlight"><code>export 
MASTER=spark://master.ip.address:7077
 </code></pre>
+</div>
 
 <p>We then add these to the path:</p>
 
-<pre><code>   
PATH=$PATH$:MAHOUT_HOME/bin:$HADOOP_HOME/bin:$SPARK_HOME/bin:$JAVA_HOME/bin
+<div class="highlighter-rouge"><pre class="highlight"><code>   
PATH=$PATH$:MAHOUT_HOME/bin:$HADOOP_HOME/bin:$SPARK_HOME/bin:$JAVA_HOME/bin
 </code></pre>
+</div>
 
 <p>These should be added to the your ~/.bashrc file.</p>
 
@@ -371,35 +247,33 @@ cp -r CL/ /usr/local/
 <p>From the  $MAHOUT_HOME directory we may issue the commands to build each 
using mvn profiles.</p>
 
 <p>JVM only:</p>
-<pre><code>mvn clean install -DskipTests
+<div class="highlighter-rouge"><pre class="highlight"><code>mvn clean install 
-DskipTests
 </code></pre>
+</div>
 
 <p>JVM with native OpenMP level 2 and level 3 matrix/vector Multiplication</p>
-<pre><code>mvn clean install -Pviennacl-omp -Phadoop2 -DskipTests
+<div class="highlighter-rouge"><pre class="highlight"><code>mvn clean install 
-Pviennacl-omp -DskipTests
 </code></pre>
+</div>
 <p>JVM with native OpenMP and OpenCL for Level 2 and level 3 matrix/vector 
Multiplication.  (GPU errors fall back to OpenMP, currently only a single 
GPU/node is supported).</p>
-<pre><code>mvn clean install -Pviennacl -Phadoop2 -DskipTests
+<div class="highlighter-rouge"><pre class="highlight"><code>mvn clean install 
-Pviennacl -DskipTests
 </code></pre>
+</div>
 
 <h3 id="changing-scala-version">Changing Scala Version</h3>
 
-<p>To change the Scala version used it is possible to use profiles, however 
the resulting artifacts seem to have trouble being resolved with SBT.</p>
-
-<pre><code class="language-bash">mvn clean install -Pscala-2.11
-</code></pre>
-
-<p>Maven is able to resolve the resulting artifacts effectively, this will 
also work if the goal is simply to use the Mahout-Shell. However if the goal is 
to build with SBT, the following tool should be used</p>
+<p>A convenience script for updating maven dependencies is included in <code 
class="highlighter-rouge">buildtools</code></p>
 
-<pre><code class="language-bash">cd $MAHOUT_HOME/buildtools
+<div class="language-bash highlighter-rouge"><pre 
class="highlight"><code><span class="nb">cd</span> <span 
class="nv">$MAHOUT_HOME</span>/buildtools
 ./change-scala-version.sh 2.11
 </code></pre>
+</div>
 
-<p>Now go back to <code>$MAHOUT_HOME</code> and execute</p>
+<p>Now go back to <code class="highlighter-rouge">$MAHOUT_HOME</code> and 
execute</p>
 
-<pre><code class="language-bash">mvn clean install -Pscala-2.11
+<div class="language-bash highlighter-rouge"><pre class="highlight"><code>mvn 
clean install 
 </code></pre>
-
-<p><strong>NOTE:</strong> you still need to pass the <code>-Pscala-2.11</code> 
profile, as this determines and propegates the minor scala version (e.g. 
2.11.8)</p>
+</div>
 
 <h3 id="the-distribution-profile">The Distribution Profile</h3>
 
@@ -426,51 +300,77 @@ cp -r CL/ /usr/local/
   <li>H2O Scala-2.11</li>
 </ul>
 
-<p>Note: * ViennaCLs are only created if the <code>viennacl</code> or 
<code>viennacl-omp</code> profiles are activated.</p>
+<p>Note: * ViennaCLs are only created if the <code 
class="highlighter-rouge">viennacl</code> or <code 
class="highlighter-rouge">viennacl-omp</code> profiles are activated.</p>
 
-<p>By default, this phase will execute the <code>package</code> lifecycle goal 
on all built “extra” varients.</p>
+<p>By default, this phase will execute the <code 
class="highlighter-rouge">package</code> lifecycle goal on all built 
“extra” varients.</p>
 
 <p>E.g. if you were to run</p>
 
-<pre><code class="language-bash">mvn clean install -Pdistribution
+<div class="language-bash highlighter-rouge"><pre class="highlight"><code>mvn 
clean install -Pdistribution
 </code></pre>
+</div>
 
-<p>You will <code>install</code> all of the “Default Targets” but only 
<code>package</code> the “Also created”.</p>
+<p>You will <code class="highlighter-rouge">install</code> all of the 
“Default Targets” but only <code class="highlighter-rouge">package</code> 
the “Also created”.</p>
 
-<p>If you wish to <code>install</code> all of the above, you can set the 
<code>lifecycle.target</code> switch as follows:</p>
+<p>If you wish to <code class="highlighter-rouge">install</code> all of the 
above, you can set the <code class="highlighter-rouge">lifecycle.target</code> 
switch as follows:</p>
 
-<pre><code class="language-bash">mvn clean install -Pdistribution 
-Dlifecycle.target=install
+<div class="language-bash highlighter-rouge"><pre class="highlight"><code>mvn 
clean install -Pdistribution -Dlifecycle.target<span class="o">=</span>install
 </code></pre>
+</div>
 
 
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http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/developers/developer-resources.html
----------------------------------------------------------------------
diff --git a/developers/developer-resources.html 
b/developers/developer-resources.html
index 0a8d7d6..dc55b82 100644
--- a/developers/developer-resources.html
+++ b/developers/developer-resources.html
@@ -1,278 +1,144 @@
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+<html lang=" en ">
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