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@@ -20,7 +20,7 @@ Java HotSpot<span class="o">(</span>TM<span 
class="o">)</span> 64-Bit Server VM
 2</pre></td><td class="code"><pre><span class="gp">$ </span>wget 
http://d3kbcqa49mib13.cloudfront.net/spark-2.1.1-bin-hadoop2.6.tgz
 <span class="gp">$ </span>tar zxvfC spark-2.1.1-bin-hadoop2.6.tgz 
PredictionIO-0.12.0-incubating/vendors
 </pre></td></tr></tbody></table> </div> <div class="alert-message info"><p>If 
you decide to install Apache Spark to another location, you must edit 
<code>PredictionIO-0.12.0-incubating/conf/pio-env.sh</code> and change the 
<code>SPARK_HOME</code> variable to point to your own Apache Spark 
installation.</p></div><h4 id='elasticsearch-setup' 
class='header-anchors'>Elasticsearch Setup</h4><div class="alert-message 
warning"><p>You may skip this section if you are using PostgreSQL or 
MySQL.</p></div> <p><a href="https://www.elastic.co/";>Elasticsearch</a> can be 
used as a storage backend for the meta data repository.</p><div 
class="alert-message info"><p>Starting from 0.11.0, if you build PredictionIO 
against Elasticsearch 5+, you may also use it as a backend for the event data 
repository.</p></div><div class="highlight shell"><table style="border-spacing: 
0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
-2</pre></td><td class="code"><pre><span class="gp">$ </span>wget 
https://download.elastic.co/elasticsearch/elasticsearch/elasticsearch-5.5.2.tar.gz
+2</pre></td><td class="code"><pre><span class="gp">$ </span>wget 
https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-5.5.2.tar.gz
 <span class="gp">$ </span>tar zxvfC elasticsearch-5.5.2.tar.gz 
PredictionIO-0.12.0-incubating/vendors
 </pre></td></tr></tbody></table> </div> <div class="alert-message info"><p>If 
you decide to install Elasticsearch to another location, you must edit 
<code>PredictionIO-0.12.0-incubating/conf/pio-env.sh</code> and change the 
<code>PIO_STORAGE_SOURCES_ELASTICSEARCH_HOME</code> variable to point to your 
own Elasticsearch installation.</p></div><div class="alert-message info"><p>If 
you are using a shared network, change the <code>network.host</code> line in 
<code>PredictionIO-0.12.0-incubating/vendors/elasticsearch-5.5.2/config/elasticsearch.yml</code>
 to <code>network.host: 127.0.0.1</code> because by default, Elasticsearch 
looks for other machines on the network upon setup and you may run into weird 
errors if there are other machines that is also running 
Elasticsearch.</p></div><p>If you are not using the default setting at 
<code>localhost</code>, you may change the following in 
<code>PredictionIO-0.12.0-incubating/conf/pio-env.sh</code> to fit your 
setup.</p><div class="highlight she
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@@ -32,7 +32,7 @@ PredictionIO binary distribution created at 
PredictionIO-0.12.0-incubating.tar.g
 </pre></td></tr></tbody></table> </div> <p>If you get an error of the form 
<code>could not connect to server: No such file or directory</code>, then you 
must first start the server manually,:</p><div class="highlight shell"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1</pre></td><td class="code"><pre><span class="gp">$ 
</span>pg_ctl -D /usr/local/var/postgres -l /usr/local/var/postgres/server.log 
start
 </pre></td></tr></tbody></table> </div> <p>Finally use the command:</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td 
class="code"><pre><span class="gp">$ </span>psql -c <span class="s2">"create 
user pio with password 'pio'"</span>
 </pre></td></tr></tbody></table> </div> <p>Starting from 0.11.0, PredictionIO 
no longer bundles JDBC drivers. Download the PostgreSQL JDBC driver from the <a 
href="https://jdbc.postgresql.org/";>official web site</a>, and put the JAR file 
in the <code>lib</code> subdirectory. By default, <code>conf/pio-env.sh</code> 
assumes version 42.0.0 JDBC 4.2. If you use a different version, modify 
<code>POSTGRES_JDBC_DRIVER</code> to point to the correct JAR.</p><h4 
id='hbase-and-elasticsearch-setup' class='header-anchors'>HBase and 
Elasticsearch Setup</h4><h5 id='elasticsearch-setup' 
class='header-anchors'>Elasticsearch Setup</h5><div class="alert-message 
warning"><p>You may skip this section if you are not using 
Elasticsearch.</p></div> <p><a href="https://www.elastic.co/";>Elasticsearch</a> 
can be used as a storage backend for the meta data repository.</p><div 
class="alert-message info"><p>Starting from 0.11.0, if you build PredictionIO 
against Elasticsearch 5+, you may also use it as a backe
 nd for the event data repository.</p></div><div class="highlight shell"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1
-2</pre></td><td class="code"><pre><span class="gp">$ </span>wget 
https://download.elastic.co/elasticsearch/elasticsearch/elasticsearch-5.5.2.tar.gz
+2</pre></td><td class="code"><pre><span class="gp">$ </span>wget 
https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-5.5.2.tar.gz
 <span class="gp">$ </span>tar zxvfC elasticsearch-5.5.2.tar.gz 
PredictionIO-0.12.0-incubating/vendors
 </pre></td></tr></tbody></table> </div> <div class="alert-message info"><p>If 
you decide to install Elasticsearch to another location, you must edit 
<code>PredictionIO-0.12.0-incubating/conf/pio-env.sh</code> and change the 
<code>PIO_STORAGE_SOURCES_ELASTICSEARCH_HOME</code> variable to point to your 
own Elasticsearch installation.</p></div><div class="alert-message info"><p>If 
you are using a shared network, change the <code>network.host</code> line in 
<code>PredictionIO-0.12.0-incubating/vendors/elasticsearch-5.5.2/config/elasticsearch.yml</code>
 to <code>network.host: 127.0.0.1</code> because by default, Elasticsearch 
looks for other machines on the network upon setup and you may run into weird 
errors if there are other machines that is also running 
Elasticsearch.</p></div><p>If you are not using the default setting at 
<code>localhost</code>, you may change the following in 
<code>PredictionIO-0.12.0-incubating/conf/pio-env.sh</code> to fit your 
setup.</p><div class="highlight she
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