http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/37cafe08/templates/productranking/quickstart/index.html
----------------------------------------------------------------------
diff --git a/templates/productranking/quickstart/index.html 
b/templates/productranking/quickstart/index.html
index d1306e5..b07311c 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>$set</code> event for this user. To send this event, run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-b404cee9-2be4-40f7-9944-cdd155f7a141">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-6a029f9d-22b7-4a03-a313-b5ac59a8ea9b">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-11095197-5cb8-4165-81f7-ec8a9926f7c1">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-3efef481-6a6c-48b8-ae75-6ed67cd45b64">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-a93e5528-db46-4e65-
 99ee-19f964e6840a">Java SDK</a></li> </ul> <div data-tab="REST API" 
data-lang="json" id="tab-b404cee9-2be4-40f7-9944-cdd155f7a141"> <div 
class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data for the app of this Engine. By default, 
the Product Ranking Engine Template supports 2 types of entities: 
<strong>user</strong> and <strong>item</strong>, and event 
<strong>view</strong>. A user can view an item. This template requires 
&#39;$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-1c39bee1-ae3b-47d8-a0e4-492cb87b5e4e">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-b8500dd7-7a19-4fed-83bb-8c1d44e1da1b">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-b7d47f2d-fb11-48f6-9b7e-08a02af48ccb">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-09509f4a-219c-4db7-ae9e-d91f79fa6304">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-b2c76333-8344-459c-
 8a39-3bec74c60873">Java SDK</a></li> </ul> <div data-tab="REST API" 
data-lang="json" id="tab-1c39bee1-ae3b-47d8-a0e4-492cb87b5e4e"> <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-6a029f9d-22b7-4a03-a313-b5ac59a8ea9b"> <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-b8500dd7-7a19-4fed-83bb-8c1d44e1da1b"> <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-11095197-5cb8-4165-81f7-ec8a9926f7c1"> <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-b7d47f2d-fb11-48f6-9b7e-08a02af48ccb"> <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-3efef481-6a6c-48b8-ae75-6ed67cd45b64"> <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-09509f4a-219c-4db7-ae9e-d91f79fa6304"> <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-a93e5528-db46-4e65-99ee-19f964e6840a"> <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-b2c76333-8344-459c-8a39-3bec74c60873"> <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-1fb88581-56a7-4dda-b141-6c06e97b01f5">REST API</a></li> <li 
data-lang="python"><a href="#tab-ef8784b9-b312-4916-822e-b3e485a1b27a">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-92267eda-a74e-4e8d-82b0-955ebde548f8">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-9792b7cc-54ff-4f7f-9076-5dfa79a8662e">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-e39442c2-26aa-4f35-94ef-0e2e0ade5562">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-1fb88581-56a7-4dda-b141-6c06e97b01f5"> <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-703ba120-9352-477b-ba06-1ac0488d82eb">REST API</a></li> <li 
data-lang="python"><a href="#tab-34b1d9d7-4e1b-483c-8dfb-197d92b964ec">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-274e0a3d-6ff5-437a-b32f-eaae7f9ce6eb">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-ca4628ef-1045-4196-8ee3-77642cec6328">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-0ec59947-1a16-4e61-b690-00f2fd80cbd2">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-703ba120-9352-477b-ba06-1ac0488d82eb"> <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-ef8784b9-b312-4916-822e-b3e485a1b27a"> <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-34b1d9d7-4e1b-483c-8dfb-197d92b964ec"> <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-92267eda-a74e-4e8d-82b0-955ebde548f8"> <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-274e0a3d-6ff5-437a-b32f-eaae7f9ce6eb"> <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-9792b7cc-54ff-4f7f-9076-5dfa79a8662e"> <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-ca4628ef-1045-4196-8ee3-77642cec6328"> <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-e39442c2-26aa-4f35-94ef-0e2e0ade5562"> <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-0ec59947-1a16-4e61-b690-00f2fd80cbd2"> <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-4eab4644-ea68-46f6-b48a-463572cdd91c">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-24b1acd2-e9e8-4afa-9a9c-eea297a9814d">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-824d7dda-4946-4569-9b23-d91a1a121349">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-68fb4952-39e7-4537-9dbe-62e8e047aae2">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-9e81d990-3d9a-477b-8b10-a4929e971b0b">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-4eab4644-ea68-46f6-b48a-463572cdd91c"> <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-4ff61cab-3959-49bf-9e98-1c77759dd597">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-6c3e584a-3356-458a-a089-1121f8f4c56f">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-4e0a6cc2-8128-4106-8268-24c233aa02b1">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-2a1f0623-6a05-408b-a10f-f02fa61e45a2">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-9a149a53-9dc3-4073-a764-54d9b31733e9">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-4ff61cab-3959-49bf-9e98-1c77759dd597"> <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-24b1acd2-e9e8-4afa-9a9c-eea297a9814d"> <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-6c3e584a-3356-458a-a089-1121f8f4c56f"> <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-824d7dda-4946-4569-9b23-d91a1a121349"> <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-4e0a6cc2-8128-4106-8268-24c233aa02b1"> <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-68fb4952-39e7-4537-9dbe-62e8e047aae2"> <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-2a1f0623-6a05-408b-a10f-f02fa61e45a2"> <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-9e81d990-3d9a-477b-8b10-a4929e971b0b"> <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-9a149a53-9dc3-4073-a764-54d9b31733e9"> <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-7b72b96b-6990-4f34-b826-6145c16d12a9">REST API</a></li> <li 
data-lang="python"><a href="#tab-3e0f55dc-797f-485e-8ba5-89e14664577b">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-8e39c3b6-e9e1-40e2-b7a3-c3ca49c946c6">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-392b79df-a30d-4c88-b9ac-bece7803a850">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-8484b5a2-80ae-496e-8808-08314af1e563">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-7b72b96b-6990-4f34-b826-6145c16d12a9"> <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-52fecdf0-e91b-4e56-ad64-778c48c13637">REST API</a></li> <li 
data-lang="python"><a href="#tab-adc0502d-4bfa-43c5-b6cd-e840b7b56b95">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-f928f9b6-7e02-4a1c-84fc-8bbf5485768b">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-2aafb9d4-14ec-462b-91b0-7c4c05708f4c">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-dd66da65-4a1d-4bd6-99f1-dfc34cbc235f">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-52fecdf0-e91b-4e56-ad64-778c48c13637"> <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-3e0f55dc-797f-485e-8ba5-89e14664577b"> <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-adc0502d-4bfa-43c5-b6cd-e840b7b56b95"> <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-8e39c3b6-e9e1-40e2-b7a3-c3ca49c946c6"> <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-f928f9b6-7e02-4a1c-84fc-8bbf5485768b"> <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-392b79df-a30d-4c88-b9ac-bece7803a850"> <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-2aafb9d4-14ec-462b-91b0-7c4c05708f4c"> <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-8484b5a2-80ae-496e-8808-08314af1e563"> <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-dd66da65-4a1d-4bd6-99f1-dfc34cbc235f"> <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 58e0712..16a4e84 100644
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http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/37cafe08/templates/recommendation/quickstart/index.html
----------------------------------------------------------------------
diff --git a/templates/recommendation/quickstart/index.html 
b/templates/recommendation/quickstart/index.html
index 7cb580e..9242ed5 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-45d4d075-098c-4696-be45-8753f8be956d">REST API</a></li> <li 
data-lang="python"><a href="#tab-63c4f30d-4c70-417b-a192-97f0494d16e8">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-cb0630fb-4d3e-452e-940b-b259d160fc2b">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-f8b9b37c-f51b
 -4622-b42e-65a13798acd5">Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-33755cb1-14d7-4fd7-914c-a08701757e52">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-45d4d075-098c-4696-be45-8753f8be956d"> <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-a54da5f7-a0f7-4b6f-bb2c-877161435a5c">REST API</a></li> <li 
data-lang="python"><a href="#tab-bf89f0bd-53bd-4cd8-8cd7-dd068a9c8cb2">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-8d1a30d4-0202-43fe-a77e-30fd75f54d79">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-7284d66f-4249
 -470e-a698-7f6cf944c00f">Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-f2d39201-e71f-4ad1-89a1-68ce5bc83ff9">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-a54da5f7-a0f7-4b6f-bb2c-877161435a5c"> <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-63c4f30d-4c70-417b-a192-97f0494d16e8"> <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-bf89f0bd-53bd-4cd8-8cd7-dd068a9c8cb2"> <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-cb0630fb-4d3e-452e-940b-b259d160fc2b"> <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-8d1a30d4-0202-43fe-a77e-30fd75f54d79"> <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-f8b9b37c-f51b-4622-b42e-65a13798acd5"> <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-7284d66f-4249-470e-a698-7f6cf944c00f"> <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-33755cb1-14d7-4fd7-914c-a08701757e52"> <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-f2d39201-e71f-4ad1-89a1-68ce5bc83ff9"> <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-0b6af6c1-016c-4620-ac56-55e52b64705a">REST API</a></li> <li 
data-lang="python"><a href="#tab-1919edfa-2637-42a5-a82a-a68176eb8c5a">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-669cc539-2be8-40ee-8415-f7e09e3f7826">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-6e5931c3-0091-4570-b799-09c8bedd0316">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-09a672d2-81cc-47bd-960d-10d407abef3d">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-0b6af6c1-016c-4620-ac56-55e52b64705a"> <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-adc43eae-2dfa-4ffd-a4b7-cedefe056d61">REST API</a></li> <li 
data-lang="python"><a href="#tab-3b4510a3-d17b-4622-a69f-a450165353ea">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-617320b0-fcf6-4cca-b169-474d0fed5625">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-666b9ba4-ff40-481d-9e37-1fb95d9b5dfe">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-3b60fb6e-141b-46a5-8766-988ddc5d2b70">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-adc43eae-2dfa-4ffd-a4b7-cedefe056d61"> <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-1919edfa-2637-42a5-a82a-a68176eb8c5a"> <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-3b4510a3-d17b-4622-a69f-a450165353ea"> <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-669cc539-2be8-40ee-8415-f7e09e3f7826"> <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-617320b0-fcf6-4cca-b169-474d0fed5625"> <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-6e5931c3-0091-4570-b799-09c8bedd0316"> <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-666b9ba4-ff40-481d-9e37-1fb95d9b5dfe"> <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-09a672d2-81cc-47bd-960d-10d407abef3d"> <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-3b60fb6e-141b-46a5-8766-988ddc5d2b70"> <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-a7a785fd-70e0-4bc8-90c0-6b8dedda3e16">REST API</a></li> 
<li data-lang="python"><a 
href="#tab-4eace734-30ff-46a2-bd5f-97d15c4611cb">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-a0e68a88-f6d6-45ee-8ff3-42831c90233e">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-9c2bb1a5-4c5e-4bef-b3cd-cc5d21ef53fb">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-69ebd595-366e-4311-8f8c-d7392d89921d">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-a7a785fd-70e0-4bc8-90c0-6b8dedda3e16"> <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-6e2525db-98ac-4201-88b6-8f3160fd8d25">REST API</a></li> 
<li data-lang="python"><a 
href="#tab-193b5e51-618f-4b74-a695-b19288a9b489">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-478b17de-5455-44be-bbc0-9fa067e1bd8b">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-a37e793a-5dee-4b75-85c0-0d924fa0e825">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-d890c2b5-c15b-4b82-a763-79989ef42fdc">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-6e2525db-98ac-4201-88b6-8f3160fd8d25"> <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-4eace734-30ff-46a2-bd5f-97d15c4611cb"> <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-193b5e51-618f-4b74-a695-b19288a9b489"> <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-a0e68a88-f6d6-45ee-8ff3-42831c90233e"> <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-478b17de-5455-44be-bbc0-9fa067e1bd8b"> <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-9c2bb1a5-4c5e-4bef-b3cd-cc5d21ef53fb"> <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-a37e793a-5dee-4b75-85c0-0d924fa0e825"> <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-69ebd595-366e-4311-8f8c-d7392d89921d"> <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-d890c2b5-c15b-4b82-a763-79989ef42fdc"> <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 93c5ed8..4c3aba7 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>$set</code> event for this user. To send this event, run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-6b62a7bc-fdd4-4db3-aad7-24a07f35418d">REST 
API</a></li> <li data-lang="python"><a href="#tab-deea1553-87f
 8-416b-8e33-0a575c2afd51">Python SDK</a></li> <li data-lang="php"><a 
href="#tab-9e267372-2ec4-4b65-a46f-57e6d75962bb">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-1c64059e-005a-42a3-8123-5442c54966b0">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-30377960-9172-4480-818c-fb1ffeabfa7c">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-6b62a7bc-fdd4-4db3-aad7-24a07f35418d"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect some training data for the app of this Engine. By default, 
the Similar Product Engine Template supports 2 types of entities: 
<strong>user</strong> and <strong>item</strong>, and event 
<strong>view</strong>. An item has the <strong>categories</strong> property, 
which is a list of category names (String). A user can view an item. 
Respectively, this template requires &#39;$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-9eb22de9-7212-4daa-a8df-4744864c9280">REST 
API</a></li> <li data-lang="python"><a href="#tab-cc71a62e-56a
 3-43c6-b32e-90fdc512f616">Python SDK</a></li> <li data-lang="php"><a 
href="#tab-b226c6f0-1087-4c9d-9792-4b426118c15d">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-cb188c33-39e9-49e6-a043-3eba5fb44f08">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-5a460411-8116-4ca3-9e1e-00c28d604ec9">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-9eb22de9-7212-4daa-a8df-4744864c9280"> <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-deea1553-87f8-416b-8e33-0a575c2afd51"> <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-cc71a62e-56a3-43c6-b32e-90fdc512f616"> <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-9e267372-2ec4-4b65-a46f-57e6d75962bb"> <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-b226c6f0-1087-4c9d-9792-4b426118c15d"> <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-1c64059e-005a-42a3-8123-5442c54966b0"> <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-cb188c33-39e9-49e6-a043-3eba5fb44f08"> <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-30377960-9172-4480-818c-fb1ffeabfa7c"> <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-5a460411-8116-4ca3-9e1e-00c28d604ec9"> <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-243e7155-ff79-494b-82cf-6b77643e750a">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-5942bd9f-cbc9-4724-81ec-ee30fe3171ce">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-3d50dd61-074c-4d56-acfa-c5fea3d7b908">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-cf59b6ab-3f98-4502-a945-e0b2325c0f11">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-11ff69fb-0016-468e-99d1-91bfcc858e5b">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-243e71
 55-ff79-494b-82cf-6b77643e750a"> <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-eb4f8389-7bf6-44bf-ab42-9bdcb9a88686">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-1d41ac3a-5500-4cc4-a670-857076dfa158">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-fda44a80-91ed-45af-8453-115e045c1919">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-9d705c8f-343d-4624-a070-e8f40df75d1d">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-0a4a01e4-87fc-4633-928e-13140028b5cf">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-eb4f83
 89-7bf6-44bf-ab42-9bdcb9a88686"> <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-5942bd9f-cbc9-4724-81ec-ee30fe3171ce"> <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-1d41ac3a-5500-4cc4-a670-857076dfa158"> <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-3d50dd61-074c-4d56-acfa-c5fea3d7b908"> <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-fda44a80-91ed-45af-8453-115e045c1919"> <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-cf59b6ab-3f98-4502-a945-e0b2325c0f11"> <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-9d705c8f-343d-4624-a070-e8f40df75d1d"> <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-11ff69fb-0016-468e-99d1-91bfcc858e5b"> <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-0a4a01e4-87fc-4633-928e-13140028b5cf"> <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-d11d1ad0-87f3-4ff8-88c0-18a59ba095a7">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-09a1e679-f649-454e-b84e-10c301a10b88">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-a247a98b-425f-4115-a2ce-1ff36daf1b9c">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-fd043766-1b6a-4c7a-aad2-7dabfec01b4f">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-596aeb09-bbef-40da-b1bd-cb093df7ca39">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-d11d1ad0-87f3-4ff8-88c0-18a59ba095a7"> <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-150c86b1-8fde-490e-b582-df6c5bfdd23b">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-b9a85c26-93e9-4aa6-aa78-e49feff1cdef">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-20503514-b4a1-466a-8740-fb51331efd61">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-36a05158-8c5a-470b-812d-ee524e5499ed">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-45a82afd-6a64-44ea-aa81-9d0c760baf7e">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-150c86b1-8fde-490e-b582-df6c5bfdd23b"> <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-09a1e679-f649-454e-b84e-10c301a10b88"> <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-b9a85c26-93e9-4aa6-aa78-e49feff1cdef"> <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-a247a98b-425f-4115-a2ce-1ff36daf1b9c"> <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-20503514-b4a1-466a-8740-fb51331efd61"> <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-fd043766-1b6a-4c7a-aad2-7dabfec01b4f"> <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-36a05158-8c5a-470b-812d-ee524e5499ed"> <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-596aeb09-bbef-40da-b1bd-cb093df7ca39"> <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-45a82afd-6a64-44ea-aa81-9d0c760baf7e"> <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-b41dbd4a-6e5a-45f2-b372-65f7c7be873b">REST API</a></li> <li 
data-lang="python"><a href="#tab-09b5ca9b-ea2c-4555-ac4c-a4bf70ebff77">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-34970aba-87be-4617-a3de-209e9745207d">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-76808fb9-f158-4514-9fc6-aea009767163">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-c8cdd67b-0fa1-497d-b341-2343f54502ee">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-b41dbd4a-6e5a-45f2-b372-65f7c7be873b"> <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-fc795e91-e474-48ba-aa84-e4b7e5c8a3f7">REST API</a></li> <li 
data-lang="python"><a href="#tab-025b7776-42b5-4605-89fb-d878215dbe8f">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-d67e9fc3-1975-4af1-85c7-19b033d28b31">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-f59eb59a-39a8-466a-b088-c3db9371480f">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-37ab2dcd-cfe9-465c-b7f0-35dfb7be2cf3">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-fc795e91-e474-48ba-aa84-e4b7e5c8a3f7"> <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-09b5ca9b-ea2c-4555-ac4c-a4bf70ebff77"> <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-025b7776-42b5-4605-89fb-d878215dbe8f"> <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-34970aba-87be-4617-a3de-209e9745207d"> <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-d67e9fc3-1975-4af1-85c7-19b033d28b31"> <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-76808fb9-f158-4514-9fc6-aea009767163"> <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-f59eb59a-39a8-466a-b088-c3db9371480f"> <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-c8cdd67b-0fa1-497d-b341-2343f54502ee"> <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-37ab2dcd-cfe9-465c-b7f0-35dfb7be2cf3"> <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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