http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/90b35696/templates/productranking/quickstart/index.html
----------------------------------------------------------------------
diff --git a/templates/productranking/quickstart/index.html 
b/templates/productranking/quickstart/index.html
index a396a22..838d77c 100644
--- a/templates/productranking/quickstart/index.html
+++ b/templates/productranking/quickstart/index.html
@@ -32,7 +32,7 @@ Your system is all ready to go.
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span>               MyApp1 |    1 | 
3mZWDzci2D5YsqAnqNnXH9SB6Rg3dsTBs8iHkK6X2i54IQsIZI1eEeQQyMfs7b3F | <span 
class="o">(</span>all<span class="o">)</span>
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span>               MyApp2 |    2 | 
io5lz6Eg4m3Xe4JZTBFE13GMAf1dhFl6ZteuJfrO84XpdOz9wRCrDU44EUaYuXq5 | <span 
class="o">(</span>all<span class="o">)</span>
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span> Finished listing 2 app<span class="o">(</span>s<span 
class="o">)</span>.
-</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data for the app of this Engine. By default, 
the Product Ranking Engine Template supports 2 types of entities: 
<strong>user</strong> and <strong>item</strong>, and event 
<strong>view</strong>. A user can view an item. This template requires 
&#39;$set&#39; user event, &#39;$set&#39; item event and user-view-item 
events.</p><p>You can send these events to PredictionIO Event Server in 
real-time easily by making a HTTP request or through the provided SDK. Please 
see <a href="/appintegration/">App Integration Overview</a> for more details 
how to integrate your app with SDK.</p><p>Let&#39;s try sending events to 
EventServer with the following <code>curl</code> commands (The corresponding 
SDK code is showed in other tabs).</p><p>Replace 
<code>&lt;ACCCESS_KEY&gt;</code> by the Access Key generated in above steps. N
 ote that <code>localhost:7070</code> is the default URL of the Event 
Server.</p><p>For convenience, set your access key to the shell variable, 
run:</p><p><code>$ ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a 
href="#"></a></p> <p>For example, when a new user with id &quot;u0&quot; is 
created in your app on time <code>2014-11-02T09:39:45.618-08:00</code> (current 
time will be used if eventTime is not specified), you can send a 
<code>$set</code> event for this user. To send this event, run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-672e2f4a-956e-4a4f-9876-76dd78412390">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-ade9687b-fd50-4c10-a1e2-2f09ce9e304b">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-9764750f-89b4-43e9-87b5-959196f02796">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-5f8dfec9-a29c-4621-a700-ee09cd4c2b33">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-c3cac748-96cc-4ff0-
 a56c-d71e7df133f3">Java SDK</a></li> </ul> <div data-tab="REST API" 
data-lang="json" id="tab-672e2f4a-956e-4a4f-9876-76dd78412390"> <div 
class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data for the app of this Engine. By default, 
the Product Ranking Engine Template supports 2 types of entities: 
<strong>user</strong> and <strong>item</strong>, and event 
<strong>view</strong>. A user can view an item. This template requires 
&#39;$set&#39; user event, &#39;$set&#39; item event and user-view-item 
events.</p><p>You can send these events to PredictionIO Event Server in 
real-time easily by making a HTTP request or through the provided SDK. Please 
see <a href="/appintegration/">App Integration Overview</a> for more details 
how to integrate your app with SDK.</p><p>Let&#39;s try sending events to 
EventServer with the following <code>curl</code> commands (The corresponding 
SDK code is showed in other tabs).</p><p>Replace 
<code>&lt;ACCCESS_KEY&gt;</code> by the Access Key generated in above steps. N
 ote that <code>localhost:7070</code> is the default URL of the Event 
Server.</p><p>For convenience, set your access key to the shell variable, 
run:</p><p><code>$ ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a 
href="#"></a></p> <p>For example, when a new user with id &quot;u0&quot; is 
created in your app on time <code>2014-11-02T09:39:45.618-08:00</code> (current 
time will be used if eventTime is not specified), you can send a 
<code>$set</code> event for this user. To send this event, run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-caf2a08c-e2fc-42b5-a04e-c86453cb27b0">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-7ab411fd-4cbd-482c-b91e-f4bbb0918e18">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-0b6f6ee2-a55b-4a2e-a0be-0cac81aaf31a">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-3f7eaabf-3ddb-437f-9c76-670f49f42244">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-4981d37d-3b79-41b5-
 972f-a431ad2cc9fa">Java SDK</a></li> </ul> <div data-tab="REST API" 
data-lang="json" id="tab-caf2a08c-e2fc-42b5-a04e-c86453cb27b0"> <div 
class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -47,7 +47,7 @@ Your system is all ready to go.
   "entityId" : "u0",
   "eventTime" : "2014-11-02T09:39:45.618-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-ade9687b-fd50-4c10-a1e2-2f09ce9e304b"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-7ab411fd-4cbd-482c-b91e-f4bbb0918e18"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -78,7 +78,7 @@ Your system is all ready to go.
   <span class="n">entity_type</span><span class="o">=</span><span 
class="s">"user"</span><span class="p">,</span>
   <span class="n">entity_id</span><span class="o">=&lt;</span><span 
class="n">USER_ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-9764750f-89b4-43e9-87b5-959196f02796"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-0b6f6ee2-a55b-4a2e-a0be-0cac81aaf31a"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -103,7 +103,7 @@ Your system is all ready to go.
   <span class="s1">'entityId'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="nx">USER</span> <span 
class="nx">ID</span><span class="o">&gt;</span>
 <span class="p">));</span>
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-5f8dfec9-a29c-4621-a700-ee09cd4c2b33"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-3f7eaabf-3ddb-437f-9c76-670f49f42244"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -120,7 +120,7 @@ Your system is all ready to go.
   <span class="s1">'user'</span><span class="p">,</span>
   <span class="o">&lt;</span><span class="no">USER</span> <span 
class="no">ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-c3cac748-96cc-4ff0-a56c-d71e7df133f3"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-4981d37d-3b79-41b5-972f-a431ad2cc9fa"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -145,7 +145,7 @@ Your system is all ready to go.
   <span class="o">.</span><span class="na">entityType</span><span 
class="o">(</span><span class="s">"user"</span><span class="o">)</span>
   <span class="o">.</span><span class="na">entityId</span><span 
class="o">(&lt;</span><span class="n">USER_ID</span><span 
class="o">&gt;);</span>
 <span class="n">client</span><span class="o">.</span><span 
class="na">createEvent</span><span class="o">(</span><span 
class="n">userEvent</span><span class="o">);</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a new item 
&quot;i0&quot; is created in your app on time 
<code>2014-11-02T09:39:45.618-08:00</code> (current time will be used if 
eventTime is not specified), you can send a <code>$set</code> event for the 
item. Run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-7cf3c56c-6800-4086-8bf0-8974f64cc197">REST API</a></li> <li 
data-lang="python"><a href="#tab-28eb22cc-49b0-421d-9901-365e1f32d909">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-046b43c3-ce3a-4c9c-92cb-497baf0c656f">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-56f05678-107f-4bc1-881b-6b55c9526b04">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-0de71d20-2ccb-4b9c-8548-e5907d877196">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-7cf3c56c-6800-4086-8bf0-8974f64cc197"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td cla
 ss="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a new item 
&quot;i0&quot; is created in your app on time 
<code>2014-11-02T09:39:45.618-08:00</code> (current time will be used if 
eventTime is not specified), you can send a <code>$set</code> event for the 
item. Run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-6f811eec-5590-4dee-895e-9a13ad054387">REST API</a></li> <li 
data-lang="python"><a href="#tab-9249adc0-8dad-46a1-97b1-6df0919b5353">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-1c99c257-4a14-4a36-8a05-3a64176ad447">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-2f63ae8a-afde-48b3-ba5f-c58e15bb2805">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-1ab9c5b8-ccdc-4e44-9b4e-50500c28349d">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-6f811eec-5590-4dee-895e-9a13ad054387"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td cla
 ss="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -160,7 +160,7 @@ Your system is all ready to go.
   "entityId" : "i0",
   "eventTime" : "2014-11-02T09:39:45.618-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-28eb22cc-49b0-421d-9901-365e1f32d909"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-9249adc0-8dad-46a1-97b1-6df0919b5353"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -173,7 +173,7 @@ Your system is all ready to go.
   <span class="n">entity_type</span><span class="o">=</span><span 
class="s">"item"</span><span class="p">,</span>
   <span class="n">entity_id</span><span class="o">=&lt;</span><span 
class="n">ITEM_ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-046b43c3-ce3a-4c9c-92cb-497baf0c656f"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-1c99c257-4a14-4a36-8a05-3a64176ad447"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -190,7 +190,7 @@ Your system is all ready to go.
 <span class="p">));</span>
 
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-56f05678-107f-4bc1-881b-6b55c9526b04"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-2f63ae8a-afde-48b3-ba5f-c58e15bb2805"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -203,7 +203,7 @@ Your system is all ready to go.
   <span class="o">&lt;</span><span class="no">ITEM</span> <span 
class="no">ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-0de71d20-2ccb-4b9c-8548-e5907d877196"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-1ab9c5b8-ccdc-4e44-9b4e-50500c28349d"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -214,7 +214,7 @@ Your system is all ready to go.
   <span class="o">.</span><span class="na">entityType</span><span 
class="o">(</span><span class="s">"item"</span><span class="o">)</span>
   <span class="o">.</span><span class="na">entityId</span><span 
class="o">(&lt;</span><span class="n">ITEM_ID</span><span 
class="o">&gt;);</span>
 <span class="n">client</span><span class="o">.</span><span 
class="na">createEvent</span><span class="o">(</span><span 
class="n">itemEvent</span><span class="o">)</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>When the user 
&quot;u0&quot; view item &quot;i0&quot; on time 
<code>2014-11-10T12:34:56.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send a view event. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-576f8f3f-20cd-4964-a2a9-1dee40427ed1">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-e37f8eab-b5c2-4f97-affb-b02cae49702a">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-e8857ce4-e73d-428a-98a2-184b92bb2f69">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-29c4f47b-d16a-41c3-98a1-3b470c70f7c9">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-dcc10a9a-8274-4d14-8ec9-b7c2a3ac5dff">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-576f8f3f-20cd-4964-a2a9-1dee40427ed1"> <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> </tr></tbody></table> </div> </div> </div> <p>When the user 
&quot;u0&quot; view item &quot;i0&quot; on time 
<code>2014-11-10T12:34:56.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send a view event. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-249f100d-b8e9-469e-96ef-aa49cf43ed3b">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-1107dbf4-16b1-488b-ac61-021b704e6649">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-c4e1ce72-5347-456e-b7ea-16988b9ccc36">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-408f4010-9e78-462c-8bf6-60e2d9cc2d14">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-ad537301-50ba-4481-b92a-1bb3ba25205a">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-249f100d-b8e9-469e-96ef-aa49cf43ed3b"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text
 -align: right"><pre class="lineno">1
 2
 3
 4
@@ -233,7 +233,7 @@ Your system is all ready to go.
   "targetEntityId" : "i0",
   "eventTime" : "2014-11-10T12:34:56.123-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-e37f8eab-b5c2-4f97-affb-b02cae49702a"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-1107dbf4-16b1-488b-ac61-021b704e6649"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -250,7 +250,7 @@ Your system is all ready to go.
   <span class="n">target_entity_type</span><span class="o">=</span><span 
class="s">"item"</span><span class="p">,</span>
   <span class="n">target_entity_id</span><span class="o">=&lt;</span><span 
class="n">ITEM</span> <span class="n">ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-e8857ce4-e73d-428a-98a2-184b92bb2f69"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-c4e1ce72-5347-456e-b7ea-16988b9ccc36"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -269,7 +269,7 @@ Your system is all ready to go.
    <span class="s1">'targetEntityId'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="nx">ITEM</span> <span 
class="nx">ID</span><span class="o">&gt;</span>
 <span class="p">));</span>
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-29c4f47b-d16a-41c3-98a1-3b470c70f7c9"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-408f4010-9e78-462c-8bf6-60e2d9cc2d14"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -286,7 +286,7 @@ Your system is all ready to go.
     <span class="s1">'targetEntityId'</span> <span class="o">=&gt;</span> 
<span class="o">&lt;</span><span class="no">ITEM</span> <span 
class="no">ID</span><span class="o">&gt;</span>
   <span class="p">}</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-dcc10a9a-8274-4d14-8ec9-b7c2a3ac5dff"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-ad537301-50ba-4481-b92a-1bb3ba25205a"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -344,14 +344,14 @@ User u10 views item i7
 </pre></td></tr></tbody></table> </div> <p>When the engine is deployed 
successfully and running, you should see a console message similar to the 
following:</p><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="o">[</span>INFO] <span 
class="o">[</span>HttpListener] Bound to /0.0.0.0:8000
 <span class="o">[</span>INFO] <span class="o">[</span>MasterActor] Bind 
successful. Ready to serve.
-</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine 
process.</p><p>By default, the deployed engine binds to <a 
href="http://localhost:8000";><a 
href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that 
page in your web browser to check its status.</p><p><img alt="Engine Status" 
src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' 
class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve predicted 
results. To rank items with IDs &quot;i1&quot;, &quot;i3&quot;, 
&quot;i10&quot;, &quot;i2&quot;, &quot;i5&quot;, &quot;i31&quot;, 
&quot;i9&quot; for user &quot;u2&quot;. You send this JSON <code>{ 
&quot;user&quot;: &quot;u2&quot;, &quot;items&quot;: [&quot;i1&quot;, 
&quot;i3&quot;, &quot;i10&quot;, &quot;i2&quot;, &quot;i5&quot;, 
&quot;i31&quot;, &quot;i9&quot;] }</code> to the deployed engine and it will 
return a JSON of the ranked items. Simply send a query by making a HTTP request 
or through the <code>EngineCl
 ient</code> of an SDK.</p><p>With the deployed engine running, open another 
temrinal and run the following <code>curl</code> command or use SDK to send the 
query:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a 
href="#tab-59623c2f-3e80-4896-8141-a5bdc0d28c9a">REST API</a></li> <li 
data-lang="python"><a href="#tab-2ba0dad9-008f-4025-a5af-c2bef76fa82e">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-29b3d92c-ba2c-465f-9bdd-e826250fb720">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-ec1c3201-5190-4cc1-9b8d-3c534d5263e5">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-1b18b616-4807-4282-815d-41683a0b29e8">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-59623c2f-3e80-4896-8141-a5bdc0d28c9a"> <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></tr></tbody></table> </div> <p>Do not kill the deployed engine 
process.</p><p>By default, the deployed engine binds to <a 
href="http://localhost:8000";><a 
href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that 
page in your web browser to check its status.</p><p><img alt="Engine Status" 
src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' 
class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve predicted 
results. To rank items with IDs &quot;i1&quot;, &quot;i3&quot;, 
&quot;i10&quot;, &quot;i2&quot;, &quot;i5&quot;, &quot;i31&quot;, 
&quot;i9&quot; for user &quot;u2&quot;. You send this JSON <code>{ 
&quot;user&quot;: &quot;u2&quot;, &quot;items&quot;: [&quot;i1&quot;, 
&quot;i3&quot;, &quot;i10&quot;, &quot;i2&quot;, &quot;i5&quot;, 
&quot;i31&quot;, &quot;i9&quot;] }</code> to the deployed engine and it will 
return a JSON of the ranked items. Simply send a query by making a HTTP request 
or through the <code>EngineCl
 ient</code> of an SDK.</p><p>With the deployed engine running, open another 
temrinal and run the following <code>curl</code> command or use SDK to send the 
query:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a 
href="#tab-63b9e518-659f-4ce6-8849-06b55d463c33">REST API</a></li> <li 
data-lang="python"><a href="#tab-18028bfa-525e-4a6d-bb81-742a2fce9434">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-84dfe7b0-baab-4314-9a45-3bc193041ea2">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-5b9f7d94-76bb-4ab2-92b1-ff0592dea897">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-5a466d8b-4c45-4403-a8ab-5c9dd62998f9">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-63b9e518-659f-4ce6-8849-06b55d463c33"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4</pre></td> <td class="code"><pre><span class="gp">$ </span>curl -H <span 
class="s2">"Content-Type: application/json"</span> <span class="se">\</span>
 -d <span class="s1">'{ "user": "u2", "items": ["i1", "i3", "i10", "i2", "i5", 
"i31", "i9"]}'</span> <span class="se">\</span>
 http://localhost:8000/queries.json
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-2ba0dad9-008f-4025-a5af-c2bef76fa82e"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-18028bfa-525e-4a6d-bb81-742a2fce9434"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -362,7 +362,7 @@ http://localhost:8000/queries.json
   <span class="s">"user"</span><span class="p">:</span> <span 
class="s">"u2"</span><span class="p">,</span>
   <span class="s">"items"</span><span class="p">:</span> <span 
class="p">[</span><span class="s">"i1"</span><span class="p">,</span> <span 
class="s">"i3"</span><span class="p">,</span> <span class="s">"i10"</span><span 
class="p">,</span> <span class="s">"i2"</span><span class="p">,</span> <span 
class="s">"i5"</span><span class="p">,</span> <span class="s">"i31"</span><span 
class="p">,</span> <span class="s">"i9"</span><span class="p">]</span>
 <span class="p">})</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-29b3d92c-ba2c-465f-9bdd-e826250fb720"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-84dfe7b0-baab-4314-9a45-3bc193041ea2"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -385,7 +385,7 @@ http://localhost:8000/queries.json
 <span class="nb">print_r</span><span class="p">(</span><span 
class="nv">$response</span><span class="p">);</span>
 
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-ec1c3201-5190-4cc1-9b8d-3c534d5263e5"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-5b9f7d94-76bb-4ab2-92b1-ff0592dea897"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -402,7 +402,7 @@ http://localhost:8000/queries.json
   <span class="s1">'items'</span> <span class="o">=&gt;</span> <span 
class="p">[</span><span class="s1">'i1'</span><span class="p">,</span> <span 
class="s1">'i3'</span><span class="p">,</span> <span 
class="s1">'i10'</span><span class="p">,</span> <span 
class="s1">'i2'</span><span class="p">,</span> <span 
class="s1">'i5'</span><span class="p">,</span> <span 
class="s1">'i31'</span><span class="p">,</span> <span 
class="s1">'i9'</span><span class="p">])</span>
 
 <span class="nb">puts</span> <span class="n">response</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-1b18b616-4807-4282-815d-41683a0b29e8"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-5a466d8b-4c45-4403-a8ab-5c9dd62998f9"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4

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----------------------------------------------------------------------
diff --git a/templates/recommendation/how-to/index.html.gz 
b/templates/recommendation/how-to/index.html.gz
index 4154105..86cdb96 100644
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http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/90b35696/templates/recommendation/quickstart/index.html
----------------------------------------------------------------------
diff --git a/templates/recommendation/quickstart/index.html 
b/templates/recommendation/quickstart/index.html
index aac7ab6..0a7ffb3 100644
--- a/templates/recommendation/quickstart/index.html
+++ b/templates/recommendation/quickstart/index.html
@@ -32,7 +32,7 @@ Your system is all ready to go.
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span>               MyApp1 |    1 | 
3mZWDzci2D5YsqAnqNnXH9SB6Rg3dsTBs8iHkK6X2i54IQsIZI1eEeQQyMfs7b3F | <span 
class="o">(</span>all<span class="o">)</span>
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span>               MyApp2 |    2 | 
io5lz6Eg4m3Xe4JZTBFE13GMAf1dhFl6ZteuJfrO84XpdOz9wRCrDU44EUaYuXq5 | <span 
class="o">(</span>all<span class="o">)</span>
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span> Finished listing 2 app<span class="o">(</span>s<span 
class="o">)</span>.
-</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data. By default, the Recommendation Engine 
Template supports 2 types of events: <strong>rate</strong> and 
<strong>buy</strong>. A user can give a rating score to an item or he can buy 
an item. This template requires user-view-item and user-buy-item 
events.</p><div class="alert-message info"><p>This template can easily be 
customized to consider more user events such as <em>like</em>, <em>dislike</em> 
etc.</p></div><p>You can send these events to PredictionIO Event Server in 
real-time easily by making a HTTP request or through the provided SDK. Please 
see <a href="/appintegration/">App Integration Overview</a> for more details 
how to integrate your app with SDK.</p><p>Let&#39;s try sending events to 
EventServer with the following <code>curl</code> commands (The corresponding 
SDK code is showed in other tabs)
 .</p><p>Replace <code>&lt;ACCCESS_KEY&gt;</code> by the Access Key generated 
in above steps. Note that <code>localhost:7070</code> is the default URL of the 
Event Server.</p><p>For convenience, set your access key to the shell variable, 
run:</p><p><code>$ ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a 
href="#"></a></p> <p>For example, when a user with ID &quot;u0&quot; rate an 
item with ID &quot;i0&quot; with rating of 5 on time 
<code>2014-11-02T09:39:45.618-08:00</code> (current time will be used if 
eventTime is not specified), you can send the following &quot;rate&quot; event. 
Run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-bc63fd87-fe85-4750-a410-3e2c0e1125fe">REST API</a></li> <li 
data-lang="python"><a href="#tab-ce5feb64-99d2-45d8-9a22-f26e45402421">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-0b7a14f0-1e35-4297-8165-e4772032bbb9">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-d5c42a34-b53d
 -4310-a569-a5fe06643cc3">Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-9a4c76a7-e261-4d7d-aa3f-0125c1e3dd92">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-bc63fd87-fe85-4750-a410-3e2c0e1125fe"> <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></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data. By default, the Recommendation Engine 
Template supports 2 types of events: <strong>rate</strong> and 
<strong>buy</strong>. A user can give a rating score to an item or he can buy 
an item. This template requires user-view-item and user-buy-item 
events.</p><div class="alert-message info"><p>This template can easily be 
customized to consider more user events such as <em>like</em>, <em>dislike</em> 
etc.</p></div><p>You can send these events to PredictionIO Event Server in 
real-time easily by making a HTTP request or through the provided SDK. Please 
see <a href="/appintegration/">App Integration Overview</a> for more details 
how to integrate your app with SDK.</p><p>Let&#39;s try sending events to 
EventServer with the following <code>curl</code> commands (The corresponding 
SDK code is showed in other tabs)
 .</p><p>Replace <code>&lt;ACCCESS_KEY&gt;</code> by the Access Key generated 
in above steps. Note that <code>localhost:7070</code> is the default URL of the 
Event Server.</p><p>For convenience, set your access key to the shell variable, 
run:</p><p><code>$ ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a 
href="#"></a></p> <p>For example, when a user with ID &quot;u0&quot; rate an 
item with ID &quot;i0&quot; with rating of 5 on time 
<code>2014-11-02T09:39:45.618-08:00</code> (current time will be used if 
eventTime is not specified), you can send the following &quot;rate&quot; event. 
Run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-368e686d-0a98-4aac-a73d-a5d1aeef7cd2">REST API</a></li> <li 
data-lang="python"><a href="#tab-6d85c330-acf3-4be3-93e1-715cf4ac296e">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-12d735ec-29f6-4384-b672-60d9d99f1640">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-1acc033f-d4da
 -434d-802b-57317a5eb2a5">Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-ba7f2c21-007d-481b-823f-127d882deea7">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-368e686d-0a98-4aac-a73d-a5d1aeef7cd2"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -57,7 +57,7 @@ Your system is all ready to go.
   }
   "eventTime" : "2014-11-02T09:39:45.618-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-ce5feb64-99d2-45d8-9a22-f26e45402421"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-6d85c330-acf3-4be3-93e1-715cf4ac296e"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -92,7 +92,7 @@ Your system is all ready to go.
     <span class="n">target_entity_id</span><span class="o">=&lt;</span><span 
class="n">ITEM</span> <span class="n">ID</span><span class="o">&gt;</span><span 
class="p">,</span>
     <span class="n">properties</span><span class="o">=</span> <span 
class="p">{</span> <span class="s">"rating"</span> <span class="p">:</span> 
<span class="nb">float</span><span class="p">(</span><span 
class="o">&lt;</span><span class="n">RATING</span><span 
class="o">&gt;</span><span class="p">)</span> <span class="p">}</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-0b7a14f0-1e35-4297-8165-e4772032bbb9"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-12d735ec-29f6-4384-b672-60d9d99f1640"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -123,7 +123,7 @@ Your system is all ready to go.
    <span class="s1">'properties'</span> <span class="o">=&gt;</span> <span 
class="k">array</span><span class="p">(</span><span 
class="s1">'rating'</span><span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="nx">RATING</span><span 
class="o">&gt;</span><span class="p">)</span>
 <span class="p">));</span>
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-d5c42a34-b53d-4310-a569-a5fe06643cc3"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-1acc033f-d4da-434d-802b-57317a5eb2a5"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -150,7 +150,7 @@ Your system is all ready to go.
   <span class="p">}</span>
 <span class="p">)</span>
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-9a4c76a7-e261-4d7d-aa3f-0125c1e3dd92"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-ba7f2c21-007d-481b-823f-127d882deea7"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -179,7 +179,7 @@ Your system is all ready to go.
     <span class="o">.</span><span class="na">property</span><span 
class="o">(</span><span class="s">"rating"</span><span class="o">,</span> <span 
class="k">new</span> <span class="n">Float</span><span 
class="o">(&lt;</span><span class="n">RATING</span><span 
class="o">&gt;));</span>
 <span class="n">client</span><span class="o">.</span><span 
class="na">createEvent</span><span class="o">(</span><span 
class="n">rateEvent</span><span class="o">);</span>
 
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a user with ID 
&quot;u1&quot; buy an item with ID &quot;i2&quot; on time 
<code>2014-11-10T12:34:56.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send the following &quot;rate&quot; event. 
Run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-5217ac98-2c60-435b-9ded-b8941b95af34">REST API</a></li> <li 
data-lang="python"><a href="#tab-da322c3b-4eb2-4ae6-9651-f1b25cd6e804">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-38ab9b98-b8cb-4e18-bc53-f6c4e7eff1e7">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-faf0880c-026d-4af0-9b05-75f4f0cd60ef">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-48b6749e-2850-4fe4-b482-a422a3ba8560">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-5217ac98-2c60-435b-9ded-b8941b95af34"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbod
 y><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a user with ID 
&quot;u1&quot; buy an item with ID &quot;i2&quot; on time 
<code>2014-11-10T12:34:56.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send the following &quot;rate&quot; event. 
Run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-b98c1ae9-ae7c-4c91-b0ae-f19355d78679">REST API</a></li> <li 
data-lang="python"><a href="#tab-8994910a-dba8-468b-8849-114f83e7e850">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-5d7ba4cf-efaa-4c06-90dd-efb5a7add87d">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-07bd8e3b-d24b-4e3d-a0d4-9f2860e80b60">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-2bf064b9-6d1e-42df-9364-0425f59de9e0">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-b98c1ae9-ae7c-4c91-b0ae-f19355d78679"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbod
 y><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -198,7 +198,7 @@ Your system is all ready to go.
   "targetEntityId" : "i2",
   "eventTime" : "2014-11-10T12:34:56.123-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-da322c3b-4eb2-4ae6-9651-f1b25cd6e804"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-8994910a-dba8-468b-8849-114f83e7e850"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -213,7 +213,7 @@ Your system is all ready to go.
     <span class="n">target_entity_type</span><span class="o">=</span><span 
class="s">"item"</span><span class="p">,</span>
     <span class="n">target_entity_id</span><span class="o">=&lt;</span><span 
class="n">ITEM</span> <span class="n">ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-38ab9b98-b8cb-4e18-bc53-f6c4e7eff1e7"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-5d7ba4cf-efaa-4c06-90dd-efb5a7add87d"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -232,7 +232,7 @@ Your system is all ready to go.
    <span class="s1">'targetEntityId'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="nx">ITEM</span> <span 
class="nx">ID</span><span class="o">&gt;</span>
 <span class="p">));</span>
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-faf0880c-026d-4af0-9b05-75f4f0cd60ef"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-07bd8e3b-d24b-4e3d-a0d4-9f2860e80b60"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -249,7 +249,7 @@ Your system is all ready to go.
     <span class="s1">'targetEntityId'</span> <span class="o">=&gt;</span> 
<span class="o">&lt;</span><span class="no">ITEM</span> <span 
class="no">ID</span><span class="o">&gt;</span>
   <span class="p">}</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-48b6749e-2850-4fe4-b482-a422a3ba8560"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-2bf064b9-6d1e-42df-9364-0425f59de9e0"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -297,17 +297,17 @@ Your system is all ready to go.
 </pre></td></tr></tbody></table> </div> <p>When the engine is deployed 
successfully and running, you should see a console message similar to the 
following:</p><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="o">[</span>INFO] <span 
class="o">[</span>HttpListener] Bound to /0.0.0.0:8000
 <span class="o">[</span>INFO] <span class="o">[</span>MasterActor] Bind 
successful. Ready to serve.
-</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine 
process.</p><p>By default, the deployed engine binds to <a 
href="http://localhost:8000";><a 
href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that 
page in your web browser to check its status.</p><p><img alt="Engine Status" 
src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' 
class='header-anchors'>6. Use the Engine</h2><p>Now, You can try to retrieve 
predicted results. To recommend 4 movies to user whose id is 1, you send this 
JSON <code>{ &quot;user&quot;: &quot;1&quot;, &quot;num&quot;: 4 }</code> to 
the deployed engine and it will return a JSON of the recommended movies. Simply 
send a query by making a HTTP request or through the <code>EngineClient</code> 
of an SDK.</p><p>With the deployed engine running, open another temrinal and 
run the following <code>curl</code> command or use SDK to send the 
query:</p><div class="tabs"> <ul class="control"> <li data-lang
 ="json"><a href="#tab-640041d0-91f4-4ff1-8822-28273e6d79b3">REST API</a></li> 
<li data-lang="python"><a 
href="#tab-3f7c8779-e1db-4ca9-9b81-3ba6861166be">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-c9eb4817-fd04-444f-bc13-40d9af2f247b">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-e44308f7-0c18-4e0d-a679-34c4d630049c">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-709a37b0-444e-467e-a42b-487239963c56">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-640041d0-91f4-4ff1-8822-28273e6d79b3"> <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></tr></tbody></table> </div> <p>Do not kill the deployed engine 
process.</p><p>By default, the deployed engine binds to <a 
href="http://localhost:8000";><a 
href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that 
page in your web browser to check its status.</p><p><img alt="Engine Status" 
src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' 
class='header-anchors'>6. Use the Engine</h2><p>Now, You can try to retrieve 
predicted results. To recommend 4 movies to user whose id is 1, you send this 
JSON <code>{ &quot;user&quot;: &quot;1&quot;, &quot;num&quot;: 4 }</code> to 
the deployed engine and it will return a JSON of the recommended movies. Simply 
send a query by making a HTTP request or through the <code>EngineClient</code> 
of an SDK.</p><p>With the deployed engine running, open another temrinal and 
run the following <code>curl</code> command or use SDK to send the 
query:</p><div class="tabs"> <ul class="control"> <li data-lang
 ="json"><a href="#tab-de406685-6c75-4cd3-adfe-38937f9d7601">REST API</a></li> 
<li data-lang="python"><a 
href="#tab-9336eb78-10fc-481d-a99e-4f87dbdfc3c7">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-7624b095-af6e-4f51-901c-6ea25113ec1e">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-b7a3d420-c15a-4ef3-8d5c-22faf4ccfc7a">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-143a8cd9-c5a3-4516-8198-e24818481066">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-de406685-6c75-4cd3-adfe-38937f9d7601"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3</pre></td> <td class="code"><pre><span class="gp">$ </span>curl -H <span 
class="s2">"Content-Type: application/json"</span> <span class="se">\</span>
 -d <span class="s1">'{ "user": "1", "num": 4 }'</span> 
http://localhost:8000/queries.json
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-3f7c8779-e1db-4ca9-9b81-3ba6861166be"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-9336eb78-10fc-481d-a99e-4f87dbdfc3c7"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3</pre></td> <td class="code"><pre><span class="kn">import</span> <span 
class="nn">predictionio</span>
 <span class="n">engine_client</span> <span class="o">=</span> <span 
class="n">predictionio</span><span class="o">.</span><span 
class="n">EngineClient</span><span class="p">(</span><span 
class="n">url</span><span class="o">=</span><span 
class="s">"http://localhost:8000";</span><span class="p">)</span>
 <span class="k">print</span> <span class="n">engine_client</span><span 
class="o">.</span><span class="n">send_query</span><span 
class="p">({</span><span class="s">"user"</span><span class="p">:</span> <span 
class="s">"1"</span><span class="p">,</span> <span class="s">"num"</span><span 
class="p">:</span> <span class="mi">4</span><span class="p">})</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-c9eb4817-fd04-444f-bc13-40d9af2f247b"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-7624b095-af6e-4f51-901c-6ea25113ec1e"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -326,7 +326,7 @@ Your system is all ready to go.
 <span class="nb">print_r</span><span class="p">(</span><span 
class="nv">$response</span><span class="p">);</span>
 
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-e44308f7-0c18-4e0d-a679-34c4d630049c"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-b7a3d420-c15a-4ef3-8d5c-22faf4ccfc7a"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -339,7 +339,7 @@ Your system is all ready to go.
 <span class="n">response</span> <span class="o">=</span> <span 
class="n">client</span><span class="p">.</span><span 
class="nf">send_query</span><span class="p">(</span><span 
class="s1">'user'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="no">USER</span> <span 
class="no">ID</span><span class="o">&gt;</span><span class="p">,</span> <span 
class="s1">'num'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="no">NUMBER</span> <span 
class="p">(</span><span class="n">integer</span><span class="p">)</span><span 
class="o">&gt;</span><span class="p">)</span>
 
 <span class="nb">puts</span> <span class="n">response</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-709a37b0-444e-467e-a42b-487239963c56"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-143a8cd9-c5a3-4516-8198-e24818481066"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4

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diff --git a/templates/similarproduct/quickstart/index.html 
b/templates/similarproduct/quickstart/index.html
index 9078fa7..0feed79 100644
--- a/templates/similarproduct/quickstart/index.html
+++ b/templates/similarproduct/quickstart/index.html
@@ -32,7 +32,7 @@ Your system is all ready to go.
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span>               MyApp1 |    1 | 
3mZWDzci2D5YsqAnqNnXH9SB6Rg3dsTBs8iHkK6X2i54IQsIZI1eEeQQyMfs7b3F | <span 
class="o">(</span>all<span class="o">)</span>
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span>               MyApp2 |    2 | 
io5lz6Eg4m3Xe4JZTBFE13GMAf1dhFl6ZteuJfrO84XpdOz9wRCrDU44EUaYuXq5 | <span 
class="o">(</span>all<span class="o">)</span>
 <span class="o">[</span>INFO] <span class="o">[</span>App<span 
class="nv">$]</span> Finished listing 2 app<span class="o">(</span>s<span 
class="o">)</span>.
-</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data for the app of this Engine. By default, 
the Similar Product Engine Template supports 2 types of entities: 
<strong>user</strong> and <strong>item</strong>, and event 
<strong>view</strong>. An item has the <strong>categories</strong> property, 
which is a list of category names (String). A user can view an item. 
Respectively, this template requires &#39;$set&#39; user event, &#39;$set&#39; 
item event, and user-view-item events.</p><div class="alert-message 
info"><p>This template can easily be customized to consider more user events 
such as <em>buy</em>, <em>rate</em> and <em>like</em>.</p></div><p>You can send 
these events to PredictionIO Event Server in real-time easily by making a HTTP 
request or through the provided SDK. Please see <a href="/appintegration/">App 
Integration Overview</a> for more detail
 s how to integrate your app with SDK.</p><p>Let&#39;s try sending events to 
EventServer with the following <code>curl</code> commands (The corresponding 
SDK code is showed in other tabs).</p><p>Replace 
<code>&lt;ACCCESS_KEY&gt;</code> by the Access Key generated in above steps. 
Note that <code>localhost:7070</code> is the default URL of the Event 
Server.</p><p>For convenience, set your access key to the shell variable, 
run:</p><p><code>$ ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a 
href="#"></a></p> <p>For example, when a new user with id &quot;u0&quot; is 
created in your app on time <code>2014-11-02T09:39:45.618-08:00</code> (current 
time will be used if eventTime is not specified), you can send a 
<code>$set</code> event for this user. To send this event, run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-06ea90b6-af89-4e9b-a099-6fb326bb33e5">REST 
API</a></li> <li data-lang="python"><a href="#tab-c469df28-ada
 e-4f1c-8ef8-052be6bd7160">Python SDK</a></li> <li data-lang="php"><a 
href="#tab-065a3891-5759-483d-b31e-60172d3a24a3">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-2565548b-2525-4888-aa31-e087abea9e80">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-e79b3239-7374-4518-8f9a-45bc36509594">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-06ea90b6-af89-4e9b-a099-6fb326bb33e5"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data for the app of this Engine. By default, 
the Similar Product Engine Template supports 2 types of entities: 
<strong>user</strong> and <strong>item</strong>, and event 
<strong>view</strong>. An item has the <strong>categories</strong> property, 
which is a list of category names (String). A user can view an item. 
Respectively, this template requires &#39;$set&#39; user event, &#39;$set&#39; 
item event, and user-view-item events.</p><div class="alert-message 
info"><p>This template can easily be customized to consider more user events 
such as <em>buy</em>, <em>rate</em> and <em>like</em>.</p></div><p>You can send 
these events to PredictionIO Event Server in real-time easily by making a HTTP 
request or through the provided SDK. Please see <a href="/appintegration/">App 
Integration Overview</a> for more detail
 s how to integrate your app with SDK.</p><p>Let&#39;s try sending events to 
EventServer with the following <code>curl</code> commands (The corresponding 
SDK code is showed in other tabs).</p><p>Replace 
<code>&lt;ACCCESS_KEY&gt;</code> by the Access Key generated in above steps. 
Note that <code>localhost:7070</code> is the default URL of the Event 
Server.</p><p>For convenience, set your access key to the shell variable, 
run:</p><p><code>$ ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a 
href="#"></a></p> <p>For example, when a new user with id &quot;u0&quot; is 
created in your app on time <code>2014-11-02T09:39:45.618-08:00</code> (current 
time will be used if eventTime is not specified), you can send a 
<code>$set</code> event for this user. To send this event, run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-1297e377-10e7-46fd-8493-b9c7d0cd0597">REST 
API</a></li> <li data-lang="python"><a href="#tab-1560e7bb-5f8
 2-42c7-b2ef-d154876e2c25">Python SDK</a></li> <li data-lang="php"><a 
href="#tab-fcc466d2-45f5-42eb-bb37-70a40cc6406d">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-e3e89afe-72e8-402d-aafb-905f20eb7ab8">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-1c109c6f-79aa-4894-a9ea-5a295b673b0f">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-1297e377-10e7-46fd-8493-b9c7d0cd0597"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -47,7 +47,7 @@ Your system is all ready to go.
   "entityId" : "u0",
   "eventTime" : "2014-11-02T09:39:45.618-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-c469df28-adae-4f1c-8ef8-052be6bd7160"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-1560e7bb-5f82-42c7-b2ef-d154876e2c25"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -86,7 +86,7 @@ Your system is all ready to go.
   <span class="n">event_time</span><span class="o">=</span><span 
class="n">datetime</span><span class="p">(</span>
     <span class="mi">2014</span><span class="p">,</span> <span 
class="mi">11</span><span class="p">,</span> <span class="mo">02</span><span 
class="p">,</span> <span class="mi">09</span><span class="p">,</span> <span 
class="mi">39</span><span class="p">,</span> <span class="mi">45</span><span 
class="p">,</span> <span class="mi">618000</span><span class="p">,</span> <span 
class="n">pytz</span><span class="o">.</span><span 
class="n">timezone</span><span class="p">(</span><span 
class="s">'US/Pacific'</span><span class="p">)</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-065a3891-5759-483d-b31e-60172d3a24a3"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-fcc466d2-45f5-42eb-bb37-70a40cc6406d"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -111,7 +111,7 @@ Your system is all ready to go.
   <span class="s1">'entityId'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="nx">USER</span> <span 
class="nx">ID</span><span class="o">&gt;</span>
 <span class="p">));</span>
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-2565548b-2525-4888-aa31-e087abea9e80"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-e3e89afe-72e8-402d-aafb-905f20eb7ab8"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -128,7 +128,7 @@ Your system is all ready to go.
   <span class="s1">'user'</span><span class="p">,</span>
   <span class="o">&lt;</span><span class="no">USER</span> <span 
class="no">ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-e79b3239-7374-4518-8f9a-45bc36509594"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-1c109c6f-79aa-4894-a9ea-5a295b673b0f"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -153,7 +153,7 @@ Your system is all ready to go.
   <span class="o">.</span><span class="na">entityType</span><span 
class="o">(</span><span class="s">"user"</span><span class="o">)</span>
   <span class="o">.</span><span class="na">entityId</span><span 
class="o">(&lt;</span><span class="n">USER_ID</span><span 
class="o">&gt;);</span>
 <span class="n">client</span><span class="o">.</span><span 
class="na">createEvent</span><span class="o">(</span><span 
class="n">userEvent</span><span class="o">);</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a new item 
&quot;i0&quot; is created in your app on time 
<code>2014-11-02T09:39:45.618-08:00</code> (current time will be used if 
eventTime is not specified), you can send a <code>$set</code> event for the 
item. Note that the item is set with categories properties: 
<code>&quot;c1&quot;</code> and <code>&quot;c2&quot;</code>. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-d616d457-138b-444b-a127-895c1b9aea91">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-ccf90352-31e3-4237-910d-7f2fd46758f3">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-4d58153d-fc16-4679-bf96-15dd01acde22">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-27186483-901d-4b9d-933d-0f1c114b0a94">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-a7a2904a-f4f6-41a1-a252-97d97648b9b1">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-d616d4
 57-138b-444b-a127-895c1b9aea91"> <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> </tr></tbody></table> </div> </div> </div> <p>When a new item 
&quot;i0&quot; is created in your app on time 
<code>2014-11-02T09:39:45.618-08:00</code> (current time will be used if 
eventTime is not specified), you can send a <code>$set</code> event for the 
item. Note that the item is set with categories properties: 
<code>&quot;c1&quot;</code> and <code>&quot;c2&quot;</code>. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-7777410f-7a71-49d3-8f04-650fe7962b17">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-c38f5f16-00ec-47b0-bd23-b36aadb71ceb">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-2815e70f-2bb5-40d5-bee8-486a90115e61">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-8055aa1f-6a16-443c-ac8c-40423d8d3028">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-683dc689-b931-4aa5-890b-7a05d31ea556">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-777741
 0f-7a71-49d3-8f04-650fe7962b17"> <div class="highlight shell"> <table 
style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: 
right"><pre class="lineno">1
 2
 3
 4
@@ -174,7 +174,7 @@ Your system is all ready to go.
   }
   "eventTime" : "2014-11-02T09:39:45.618-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-ccf90352-31e3-4237-910d-7f2fd46758f3"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-c38f5f16-00ec-47b0-bd23-b36aadb71ceb"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -193,7 +193,7 @@ Your system is all ready to go.
     <span class="s">"categories"</span> <span class="p">:</span> <span 
class="p">[</span><span class="s">"&lt;CATEGORY_1&gt;"</span><span 
class="p">,</span> <span class="s">"&lt;CATEGORY_2&gt;"</span><span 
class="p">]</span>
   <span class="p">}</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-4d58153d-fc16-4679-bf96-15dd01acde22"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-2815e70f-2bb5-40d5-bee8-486a90115e61"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -214,7 +214,7 @@ Your system is all ready to go.
 <span class="p">));</span>
 
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-27186483-901d-4b9d-933d-0f1c114b0a94"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-8055aa1f-6a16-443c-ac8c-40423d8d3028"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -231,7 +231,7 @@ Your system is all ready to go.
   <span class="p">}</span>
 <span class="p">)</span>
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-a7a2904a-f4f6-41a1-a252-97d97648b9b1"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-683dc689-b931-4aa5-890b-7a05d31ea556"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -244,7 +244,7 @@ Your system is all ready to go.
   <span class="o">.</span><span class="na">entityId</span><span 
class="o">(&lt;</span><span class="n">ITEM_ID</span><span class="o">&gt;)</span>
   <span class="o">.</span><span class="na">property</span><span 
class="o">(</span><span class="s">"categories"</span><span class="o">,</span> 
<span class="n">ImmutableList</span><span class="o">.</span><span 
class="na">of</span><span class="o">(</span><span 
class="s">"&lt;CATEGORY_1&gt;"</span><span class="o">,</span> <span 
class="s">"&lt;CATEGORY_2&gt;"</span><span class="o">));</span>
 <span class="n">client</span><span class="o">.</span><span 
class="na">createEvent</span><span class="o">(</span><span 
class="n">itemEvent</span><span class="o">)</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>When the user 
&quot;u0&quot; view item &quot;i0&quot; on time 
<code>2014-11-10T12:34:56.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send a view event. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-a396f562-afe6-42ad-b2ed-06a2341c0695">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-22521074-638c-42e8-8bf4-a0294a337fac">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-415129d3-f4ac-4229-8f5c-a696bffaaed4">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-5a1c8d82-e48c-411a-b2aa-57101f39c914">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-1a83675b-46ce-4c40-b1af-30b36d108729">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-a396f562-afe6-42ad-b2ed-06a2341c0695"> <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> </tr></tbody></table> </div> </div> </div> <p>When the user 
&quot;u0&quot; view item &quot;i0&quot; on time 
<code>2014-11-10T12:34:56.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send a view event. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-f954a877-9c86-47dd-b7e3-2f1fb536d1bc">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-2f18e4cd-d801-4e85-909a-bcf00fbfb409">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-6381f05b-04ea-4dc7-ba91-73d556e3c76b">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-a0b226b5-5d81-4ca3-aa81-31e17d809740">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-415b6628-7ac6-42c9-a4a7-7f5a548ddefd">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-f954a877-9c86-47dd-b7e3-2f1fb536d1bc"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text
 -align: right"><pre class="lineno">1
 2
 3
 4
@@ -263,7 +263,7 @@ Your system is all ready to go.
   "targetEntityId" : "i0",
   "eventTime" : "2014-11-10T12:34:56.123-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-22521074-638c-42e8-8bf4-a0294a337fac"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-2f18e4cd-d801-4e85-909a-bcf00fbfb409"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -280,7 +280,7 @@ Your system is all ready to go.
   <span class="n">target_entity_type</span><span class="o">=</span><span 
class="s">"item"</span><span class="p">,</span>
   <span class="n">target_entity_id</span><span class="o">=&lt;</span><span 
class="n">ITEM</span> <span class="n">ID</span><span class="o">&gt;</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-415129d3-f4ac-4229-8f5c-a696bffaaed4"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-6381f05b-04ea-4dc7-ba91-73d556e3c76b"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -299,7 +299,7 @@ Your system is all ready to go.
    <span class="s1">'targetEntityId'</span> <span class="o">=&gt;</span> <span 
class="o">&lt;</span><span class="nx">ITEM</span> <span 
class="nx">ID</span><span class="o">&gt;</span>
 <span class="p">));</span>
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-5a1c8d82-e48c-411a-b2aa-57101f39c914"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-a0b226b5-5d81-4ca3-aa81-31e17d809740"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -316,7 +316,7 @@ Your system is all ready to go.
     <span class="s1">'targetEntityId'</span> <span class="o">=&gt;</span> 
<span class="o">&lt;</span><span class="no">ITEM</span> <span 
class="no">ID</span><span class="o">&gt;</span>
   <span class="p">}</span>
 <span class="p">)</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-1a83675b-46ce-4c40-b1af-30b36d108729"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-415b6628-7ac6-42c9-a4a7-7f5a548ddefd"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -376,19 +376,19 @@ User u10 views item i29
 </pre></td></tr></tbody></table> </div> <p>When the engine is deployed 
successfully and running, you should see a console message similar to the 
following:</p><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="o">[</span>INFO] <span 
class="o">[</span>HttpListener] Bound to /0.0.0.0:8000
 <span class="o">[</span>INFO] <span class="o">[</span>MasterActor] Bind 
successful. Ready to serve.
-</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine 
process.</p><p>By default, the deployed engine binds to <a 
href="http://localhost:8000";><a 
href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that 
page in your web browser to check its status.</p><p><img alt="Engine Status" 
src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' 
class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve predicted 
results. To retrieve 4 items which are similar to item ID &quot;i1&quot;. You 
send this JSON <code>{ &quot;items&quot;: [&quot;i1&quot;], &quot;num&quot;: 4 
}</code> to the deployed engine and it will return a JSON of the recommended 
items. Simply send a query by making a HTTP request or through the 
<code>EngineClient</code> of an SDK.</p><p>With the deployed engine running, 
open another temrinal and run the following <code>curl</code> command or use 
SDK to send the query:</p><div class="tabs"> <ul class="control
 "> <li data-lang="json"><a 
href="#tab-4db203e3-6a2f-45fc-80be-6edf321e0927">REST API</a></li> <li 
data-lang="python"><a href="#tab-9e038bef-7052-4422-849a-4a996dec8cc6">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-2fef2919-7516-4d50-8804-93d49c60688b">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-c8739471-b440-49b2-82a2-90614fafd6ab">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-49d7aa7c-8b7e-420f-b095-3a7730d2dff3">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-4db203e3-6a2f-45fc-80be-6edf321e0927"> <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></tr></tbody></table> </div> <p>Do not kill the deployed engine 
process.</p><p>By default, the deployed engine binds to <a 
href="http://localhost:8000";><a 
href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that 
page in your web browser to check its status.</p><p><img alt="Engine Status" 
src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' 
class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve predicted 
results. To retrieve 4 items which are similar to item ID &quot;i1&quot;. You 
send this JSON <code>{ &quot;items&quot;: [&quot;i1&quot;], &quot;num&quot;: 4 
}</code> to the deployed engine and it will return a JSON of the recommended 
items. Simply send a query by making a HTTP request or through the 
<code>EngineClient</code> of an SDK.</p><p>With the deployed engine running, 
open another temrinal and run the following <code>curl</code> command or use 
SDK to send the query:</p><div class="tabs"> <ul class="control
 "> <li data-lang="json"><a 
href="#tab-2ed8a547-bd07-4c63-bd2a-b5dd57c016b9">REST API</a></li> <li 
data-lang="python"><a href="#tab-afbd8268-f20d-40f2-9e44-267057ae45ec">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-7b5954ce-bc53-41de-bb4f-e449f212ffd7">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-f2299bbe-6430-4f7a-a59b-d867188869fb">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-a03616f2-71b8-4832-bd38-35b8a6a0f96b">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-2ed8a547-bd07-4c63-bd2a-b5dd57c016b9"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4</pre></td> <td class="code"><pre><span class="gp">$ </span>curl -H <span 
class="s2">"Content-Type: application/json"</span> <span class="se">\</span>
 -d <span class="s1">'{ "items": ["i1"], "num": 4 }'</span> <span 
class="se">\</span>
 http://localhost:8000/queries.json
 
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-9e038bef-7052-4422-849a-4a996dec8cc6"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-afbd8268-f20d-40f2-9e44-267057ae45ec"> <div 
class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3</pre></td> <td class="code"><pre><span class="kn">import</span> <span 
class="nn">predictionio</span>
 <span class="n">engine_client</span> <span class="o">=</span> <span 
class="n">predictionio</span><span class="o">.</span><span 
class="n">EngineClient</span><span class="p">(</span><span 
class="n">url</span><span class="o">=</span><span 
class="s">"http://localhost:8000";</span><span class="p">)</span>
 <span class="k">print</span> <span class="n">engine_client</span><span 
class="o">.</span><span class="n">send_query</span><span 
class="p">({</span><span class="s">"items"</span><span class="p">:</span> <span 
class="p">[</span><span class="s">"i1"</span><span class="p">],</span> <span 
class="s">"num"</span><span class="p">:</span> <span class="mi">4</span><span 
class="p">})</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-2fef2919-7516-4d50-8804-93d49c60688b"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-7b5954ce-bc53-41de-bb4f-e449f212ffd7"> <div 
class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -407,7 +407,7 @@ http://localhost:8000/queries.json
 <span class="nb">print_r</span><span class="p">(</span><span 
class="nv">$response</span><span class="p">);</span>
 
 <span class="cp">?&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-c8739471-b440-49b2-82a2-90614fafd6ab"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" 
data-lang="ruby" id="tab-f2299bbe-6430-4f7a-a59b-d867188869fb"> <div 
class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -420,7 +420,7 @@ http://localhost:8000/queries.json
 <span class="n">response</span> <span class="o">=</span> <span 
class="n">client</span><span class="p">.</span><span 
class="nf">send_query</span><span class="p">(</span><span 
class="s1">'items'</span> <span class="o">=&gt;</span> <span 
class="p">[</span><span class="s1">'i1'</span><span class="p">],</span> <span 
class="s1">'num'</span> <span class="o">=&gt;</span> <span 
class="mi">4</span><span class="p">)</span>
 
 <span class="nb">puts</span> <span class="n">response</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-49d7aa7c-8b7e-420f-b095-3a7730d2dff3"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" 
data-lang="java" id="tab-a03616f2-71b8-4832-bd38-35b8a6a0f96b"> <div 
class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4


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