http://git-wip-us.apache.org/repos/asf/predictionio-site/blob/2e455bb8/templates/javaecommercerecommendation/quickstart/index.html
----------------------------------------------------------------------
diff --git a/templates/javaecommercerecommendation/quickstart/index.html 
b/templates/javaecommercerecommendation/quickstart/index.html
index e23c37e..1df8ca8 100644
--- a/templates/javaecommercerecommendation/quickstart/index.html
+++ b/templates/javaecommercerecommendation/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">$]</span> Finished listing 2 app<span class="o">(</span>s<span 
class="o">)</span>.
-</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect training data for this Engine. By default, the E-Commerce 
Recommendation Engine Template supports 2 types of entities and 2 events: 
<strong>user</strong> and <strong>item</strong>; events <strong>view</strong> 
and <strong>buy</strong>. An item has the <strong>categories</strong> property, 
which is a list of category names (String). A user can view and buy an item. 
The specical <strong>constraint</strong> entiy with entityId 
<strong>unavailableItems</strong> defines a list of unavailable items and is 
taken into account in realtime during serving.</p><p>In summary, this template 
requires &#39;$set&#39; user event, &#39;$set&#39; item event, user-view-item 
events, user-buy-item event and &#39;$set&#39; constraint event.</p><div 
class="alert-message info"><p>This template can easily be customized to 
consider other user-to-it
 em events.</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 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>$set</code> event for this user. To send this 
 event, run the following <code>curl</code> command:</p><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-e9832bc8-2341-49ef-b954-a63760a2b73d">REST API</a></li> <li 
data-lang="python"><a href="#tab-8ecea5b5-a566-43ad-8b54-6927e79f9e5f">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-6c70c010-465e-4a99-95ff-c44fa31ee904">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-f48c296a-b982-4a30-a879-7b7059912a9a">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-bd98da63-aa28-4acf-b8c8-ef84af28dd74">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-e9832bc8-2341-49ef-b954-a63760a2b73d"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect training data for this Engine. By default, the E-Commerce 
Recommendation Engine Template supports 2 types of entities and 2 events: 
<strong>user</strong> and <strong>item</strong>; events <strong>view</strong> 
and <strong>buy</strong>. An item has the <strong>categories</strong> property, 
which is a list of category names (String). A user can view and buy an item. 
The specical <strong>constraint</strong> entiy with entityId 
<strong>unavailableItems</strong> defines a list of unavailable items and is 
taken into account in realtime during serving.</p><p>In summary, this template 
requires &#39;$set&#39; user event, &#39;$set&#39; item event, user-view-item 
events, user-buy-item event and &#39;$set&#39; constraint event.</p><div 
class="alert-message info"><p>This template can easily be customized to 
consider other user-to-it
 em events.</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 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-73cb74d8-9175-4de9-bc38-a0f5fa3e08d5">REST API</a></li> <li 
data-lang="python"><a href="#tab-fdfa2548-40e5-4425-8075-b69eb329f4d6">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-149e7cf5-aac4-47ff-86c2-87757683181a">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-613fff9c-3fdf-461f-b59c-c75fba092b68">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-d7f622cd-f80e-405a-a6c8-7835e6c40121">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-73cb74d8-9175-4de9-bc38-a0f5fa3e08d5"> <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-8ecea5b5-a566-43ad-8b54-6927e79f9e5f"> <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-fdfa2548-40e5-4425-8075-b69eb329f4d6"> <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-6c70c010-465e-4a99-95ff-c44fa31ee904"> <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-149e7cf5-aac4-47ff-86c2-87757683181a"> <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
@@ -119,7 +119,7 @@ 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">'categories'</span> <span class="o">=&gt;</span> <span 
class="k">array</span><span class="p">(</span><span 
class="s1">'&lt;CATEGORY_1&gt;'</span><span class="p">,</span> <span 
class="s1">'&lt;CATEGORY_2&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-f48c296a-b982-4a30-a879-7b7059912a9a"> <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-613fff9c-3fdf-461f-b59c-c75fba092b68"> <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
@@ -136,7 +136,7 @@ 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-bd98da63-aa28-4acf-b8c8-ef84af28dd74"> <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-d7f622cd-f80e-405a-a6c8-7835e6c40121"> <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
@@ -161,7 +161,7 @@ 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-1774a804-0fac-471e-ab0b-82710e6c95dd">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-8cb44896-6c64-45ca-9b73-b5ef03022f58">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-b13d4994-0aa4-4eda-9563-9560914ce33a">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-9e5bbbce-3e74-49d5-a26e-fce07470c096">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-3c9eea15-28f3-489e-ba2a-01b74cb1d138">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-1774a8
 04-0fac-471e-ab0b-82710e6c95dd"> <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-45d679d6-102f-46bc-b617-629aba9b85f9">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-d9a5081f-fec1-45a3-ae93-98285c757feb">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-da9b3263-423b-488a-b79d-be76321d5416">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-bccff134-621e-4518-9216-485d860a41c9">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-b0559711-36bd-46c3-af51-5dc1d9251275">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-45d679
 d6-102f-46bc-b617-629aba9b85f9"> <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
@@ -182,7 +182,7 @@ 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-8cb44896-6c64-45ca-9b73-b5ef03022f58"> <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-d9a5081f-fec1-45a3-ae93-98285c757feb"> <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
@@ -201,7 +201,7 @@ 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-b13d4994-0aa4-4eda-9563-9560914ce33a"> <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-da9b3263-423b-488a-b79d-be76321d5416"> <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
@@ -218,7 +218,7 @@ 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">'categories'</span> <span class="o">=&gt;</span> <span 
class="k">array</span><span class="p">(</span><span 
class="s1">'&lt;CATEGORY_1&gt;'</span><span class="p">,</span> <span 
class="s1">'&lt;CATEGORY_2&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-9e5bbbce-3e74-49d5-a26e-fce07470c096"> <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-bccff134-621e-4518-9216-485d860a41c9"> <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
@@ -235,7 +235,7 @@ 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-3c9eea15-28f3-489e-ba2a-01b74cb1d138"> <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-b0559711-36bd-46c3-af51-5dc1d9251275"> <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
@@ -248,7 +248,7 @@ 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>The properties of 
the <code>user</code> and <code>item</code> can be set, unset, or delete by 
special events <strong>$set</strong>, <strong>$unset</strong> and 
<strong>$delete</strong>. Please refer to <a 
href="/datacollection/eventapi/#note-about-properties">Event API</a> for more 
details of using these events.</p><p>When the user &quot;u0&quot; view item 
&quot;i0&quot; on time <code>2014-11-10T12:34:56.123-08:00</code> (current time 
will be used if eventTime is not specified), you can send a view event. Run the 
following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> 
<li data-lang="json"><a href="#tab-b206315e-9d56-46f5-8ff6-abdcca81c6c6">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-f0b76bdc-478d-4a4c-9600-ea03282a2d1e">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-8b3672bb-0908-409e-8905-77baf6a523d4">PHP 
SDK</a></li> <li data-lang="ruby"><a href="#tab-4ed1c748-7e14-4cd5-b5bc-81993f
 8ee79c">Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-c31a20a9-5854-4c0e-b57d-e8f0cf9ec260">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-b206315e-9d56-46f5-8ff6-abdcca81c6c6"> <div class="highlight shell"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> </div> <p>The properties of 
the <code>user</code> and <code>item</code> can be set, unset, or delete by 
special events <strong>$set</strong>, <strong>$unset</strong> and 
<strong>$delete</strong>. Please refer to <a 
href="/datacollection/eventapi/#note-about-properties">Event API</a> for more 
details of using these events.</p><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-06760502-f207-4f3c-9bc9-84c78039beba">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-67108a9f-7579-4010-bc7a-3094f608fe03">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-a2b6038e-d990-4886-a46a-f363f02c7075">PHP 
SDK</a></li> <li data-lang="ruby"><a href="#tab-4423c331-16ba-403d-8faa-fef4c3
 616bb1">Ruby SDK</a></li> <li data-lang="java"><a 
href="#tab-33f55700-4497-4755-b130-27767a2d0cac">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-06760502-f207-4f3c-9bc9-84c78039beba"> <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
@@ -267,7 +267,7 @@ 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-f0b76bdc-478d-4a4c-9600-ea03282a2d1e"> <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-67108a9f-7579-4010-bc7a-3094f608fe03"> <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
@@ -284,7 +284,7 @@ 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-8b3672bb-0908-409e-8905-77baf6a523d4"> <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-a2b6038e-d990-4886-a46a-f363f02c7075"> <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
@@ -303,7 +303,7 @@ 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-4ed1c748-7e14-4cd5-b5bc-81993f8ee79c"> <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-4423c331-16ba-403d-8faa-fef4c3616bb1"> <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
@@ -322,7 +322,7 @@ 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-c31a20a9-5854-4c0e-b57d-e8f0cf9ec260"> <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-33f55700-4497-4755-b130-27767a2d0cac"> <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
@@ -337,7 +337,7 @@ Your system is all ready to go.
     <span class="o">.</span><span class="na">targetEntityType</span><span 
class="o">(</span><span class="s">"item"</span><span class="o">)</span>
     <span class="o">.</span><span class="na">targetEntityId</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">viewEvent</span><span class="o">);</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>When the user 
&quot;u0&quot; buy item &quot;i0&quot; on time 
<code>2014-11-10T13:00:00.123-08:00</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-be8d2df2-b2a1-48ca-92c1-eba615e9af73">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-0a140c1a-acda-47c2-8c1d-50e6ea4fb96a">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-b46934b3-4336-4d1a-b362-62cdeeb93954">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-c943c661-9655-42cc-bb98-1cdbb6d197aa">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-a9056a85-c21d-490f-9f3c-71c5b7299b5d">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-be8d2df2-b2a1-48ca-92c1-eba615e9af73"> <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; buy item &quot;i0&quot; on time 
<code>2014-11-10T13:00:00.123-08:00</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-0a288ff3-319f-4875-bfe4-47b14790eb9e">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-acfc770a-c23b-4f48-a9a4-54856b0bfe85">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-cb7f2c6f-bc99-4184-ba64-352f54ec47b6">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-8e72d7cb-1310-4594-9239-6c127485dff8">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-09a743eb-ce69-4506-a22f-e3834d4c7133">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-0a288ff3-319f-4875-bfe4-47b14790eb9e"> <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
@@ -356,7 +356,7 @@ Your system is all ready to go.
   "targetEntityId" : "i0",
   "eventTime" : "2014-11-10T13:00:00.123-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-0a140c1a-acda-47c2-8c1d-50e6ea4fb96a"> <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-acfc770a-c23b-4f48-a9a4-54856b0bfe85"> <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
@@ -373,7 +373,7 @@ 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-b46934b3-4336-4d1a-b362-62cdeeb93954"> <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-cb7f2c6f-bc99-4184-ba64-352f54ec47b6"> <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
@@ -392,7 +392,7 @@ 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-c943c661-9655-42cc-bb98-1cdbb6d197aa"> <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-8e72d7cb-1310-4594-9239-6c127485dff8"> <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
@@ -409,7 +409,7 @@ 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-a9056a85-c21d-490f-9f3c-71c5b7299b5d"> <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-09a743eb-ce69-4506-a22f-e3834d4c7133"> <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
@@ -490,19 +490,19 @@ User u10 buys item i40
 </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 recommend 4 items to user ID &quot;u1&quot;. You send this JSON 
<code>{ &quot;userEntityId&quot;: &quot;u1&quot;, &quot;number&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 terminal and run the following <code>curl</code> command or use 
SDK to send the query:</p><div class="tabs"> <ul class="control"> <li da
 ta-lang="json"><a href="#tab-93d2b630-2e64-42e0-8938-bd42ceb047a5">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-e90884a6-c041-4c24-b7f6-58f4f0ca8a8c">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-f638f2be-9025-462f-9be7-32f89a11575b">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-de2ed129-e78d-435e-befc-8b81c5ed9e12">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-da5d507e-0a47-482e-8846-a87fa64b1648">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-93d2b630-2e64-42e0-8938-bd42ceb047a5"> <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 recommend 4 items to user ID &quot;u1&quot;. You send this JSON 
<code>{ &quot;userEntityId&quot;: &quot;u1&quot;, &quot;number&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 terminal and run the following <code>curl</code> command or use 
SDK to send the query:</p><div class="tabs"> <ul class="control"> <li da
 ta-lang="json"><a href="#tab-a067efe5-5e71-47d4-ad22-6836e378ee82">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-b03f7190-49b2-4fd3-a6de-ff1260cda9d8">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-ed95c0e6-891f-4606-9eca-d4fa59f230ab">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-65de3813-8f8d-4ed6-a6ca-a8e15b9a0512">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-47be99f7-75c0-48df-b36a-9d2bbfe11b55">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-a067efe5-5e71-47d4-ad22-6836e378ee82"> <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">'{ "userEntityId": "u1", "number": 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-e90884a6-c041-4c24-b7f6-58f4f0ca8a8c"> <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-b03f7190-49b2-4fd3-a6de-ff1260cda9d8"> <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">"userEntityId"</span><span 
class="p">:</span> <span class="s">"u1"</span><span class="p">,</span> <span 
class="s">"number"</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-f638f2be-9025-462f-9be7-32f89a11575b"> <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-ed95c0e6-891f-4606-9eca-d4fa59f230ab"> <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
@@ -521,7 +521,7 @@ 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-de2ed129-e78d-435e-befc-8b81c5ed9e12"> <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-65de3813-8f8d-4ed6-a6ca-a8e15b9a0512"> <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
@@ -534,7 +534,7 @@ 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">'userEntityId'</span> <span class="o">=&gt;</span> <span 
class="s1">'i1'</span><span class="p">,</span> <span class="s1">'number'</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-da5d507e-0a47-482e-8846-a87fa64b1648"> <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-47be99f7-75c0-48df-b36a-9d2bbfe11b55"> <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
@@ -578,7 +578,7 @@ http://localhost:8000/queries.json
     <span class="o">{</span><span class="s2">"itemEntityId"</span>:<span 
class="s2">"i3"</span>,<span 
class="s2">"score"</span>:0.003007015026561692<span class="o">}</span>
   <span class="o">]</span>
 <span class="o">}</span>
-</pre></td></tr></tbody></table> </div> <p><em>MyECommerceRecommendation</em> 
is now running.</p> <div class="alert-message info"><p>To update the model 
periodically with new data, simply set up a cron job to call <code>pio 
train</code> and <code>pio deploy</code>. The engine will continue to serve 
prediction results during the re-train process. After the training is 
completed, <code>pio deploy</code> will automatically shutdown the existing 
engine server and bring up a new process on the same port.</p></div><div 
class="alert-message info"><p><strong>Note that if you import a <em>large</em> 
data set</strong> and the training seems to be taking forever or getting stuck, 
it&#39;s likely that there is not enough executor memory. It&#39;s recommended 
to setup a Spark standalone cluster, you&#39;ll need to specify more driver and 
executor memory when training with a large data set. Please see <a 
href="/resources/faq/#engine-training">FAQ here</a> for instructions.</p></div> 
<h2 id='setti
 ng-constraint-&quot;unavailableitems&quot;' class='header-anchors'>Setting 
constraint &quot;unavailableItems&quot;</h2><p>Now let&#39;s send an item 
constraint &quot;unavailableItems&quot; (replace accessKey with your Access 
Key):</p><div class="alert-message note"><p>You can also use SDK to send this 
event as described in the SDK sample above.</p></div><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-33a85167-78cf-4c31-acca-3b7c4e2a1788">REST API</a></li> <li 
data-lang="python"><a href="#tab-af117090-90f1-4bdc-8283-85072ed04b45">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-ce3c7c8b-e636-43da-90bf-7fb5d317559b">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-ebb9186e-cca3-4f94-80bf-2d03e85039d8">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-d480bd9f-0724-4d9e-a57e-42ef7bfb67cc">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-33a85167-78cf-4c31-acca-3b7c4e2a1788"> <div class="highlight shell"> 
<table style="borde
 r-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
+</pre></td></tr></tbody></table> </div> <p><em>MyECommerceRecommendation</em> 
is now running.</p> <div class="alert-message info"><p>To update the model 
periodically with new data, simply set up a cron job to call <code>pio 
train</code> and <code>pio deploy</code>. The engine will continue to serve 
prediction results during the re-train process. After the training is 
completed, <code>pio deploy</code> will automatically shutdown the existing 
engine server and bring up a new process on the same port.</p></div><div 
class="alert-message info"><p><strong>Note that if you import a <em>large</em> 
data set</strong> and the training seems to be taking forever or getting stuck, 
it&#39;s likely that there is not enough executor memory. It&#39;s recommended 
to setup a Spark standalone cluster, you&#39;ll need to specify more driver and 
executor memory when training with a large data set. Please see <a 
href="/resources/faq/#engine-training">FAQ here</a> for instructions.</p></div> 
<h2 id='setti
 ng-constraint-&quot;unavailableitems&quot;' class='header-anchors'>Setting 
constraint &quot;unavailableItems&quot;</h2><p>Now let&#39;s send an item 
constraint &quot;unavailableItems&quot; (replace accessKey with your Access 
Key):</p><div class="alert-message note"><p>You can also use SDK to send this 
event as described in the SDK sample above.</p></div><div class="tabs"> <ul 
class="control"> <li data-lang="json"><a 
href="#tab-55833016-19c4-40b3-9504-8acbbb8328e9">REST API</a></li> <li 
data-lang="python"><a href="#tab-77e474b3-a9de-4f63-bb08-a9bc677e7b40">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-3f7ec24b-af47-442e-8777-03fa172d914f">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-fc992543-d63d-471d-aee5-8ae46053379a">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-08459971-afe2-41a9-a7ea-9001e2875338">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-55833016-19c4-40b3-9504-8acbbb8328e9"> <div class="highlight shell"> 
<table style="borde
 r-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
 2
 3
 4
@@ -599,7 +599,7 @@ http://localhost:8000/queries.json
   }
   "eventTime" : "2015-02-17T02:11:21.934Z"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-af117090-90f1-4bdc-8283-85072ed04b45"> <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-77e474b3-a9de-4f63-bb08-a9bc677e7b40"> <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
@@ -618,7 +618,7 @@ http://localhost:8000/queries.json
     <span class="s">"items"</span> <span class="p">:</span> <span 
class="p">[</span><span class="s">"&lt;ITEM ID1&gt;"</span><span 
class="p">,</span> <span class="s">"&lt;ITEM ID2&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-ce3c7c8b-e636-43da-90bf-7fb5d317559b"> <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-3f7ec24b-af47-442e-8777-03fa172d914f"> <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
@@ -635,7 +635,7 @@ http://localhost:8000/queries.json
   <span class="s1">'properties'</span> <span class="o">=&gt;</span> <span 
class="k">array</span><span class="p">(</span><span class="s1">'items'</span> 
<span class="o">=&gt;</span> <span class="k">array</span><span 
class="p">(</span><span class="s1">'&lt;ITEM ID1&gt;'</span><span 
class="p">,</span> <span class="s1">'&lt;ITEM ID2&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-ebb9186e-cca3-4f94-80bf-2d03e85039d8"> <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-fc992543-d63d-471d-aee5-8ae46053379a"> <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
@@ -650,7 +650,7 @@ http://localhost:8000/queries.json
     <span class="s1">'properties'</span> <span class="o">=&gt;</span> <span 
class="p">{</span> <span class="s1">'items'</span> <span class="o">=&gt;</span> 
<span class="p">[</span><span class="s1">'&lt;ITEM ID1&gt;'</span><span 
class="p">,</span> <span class="s1">'&lt;ITEM ID2&gt;'</span><span 
class="p">]</span> <span class="p">}</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-d480bd9f-0724-4d9e-a57e-42ef7bfb67cc"> <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-08459971-afe2-41a9-a7ea-9001e2875338"> <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
@@ -759,4 +759,4 @@ http://localhost:8000/queries.json
 
e=d.getElementsByTagName(t)[0];s.async=1;s.src=u;e.parentNode.insertBefore(s,e);
 })(window,document,'script','//s.swiftypecdn.com/install/v1/st.js','_st');
 
-_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-6d62b164.js"></script></body></html>
\ No newline at end of file
+_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-d943a254.js"></script></body></html>
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/predictionio-site/blob/2e455bb8/templates/leadscoring/dase/index.html
----------------------------------------------------------------------
diff --git a/templates/leadscoring/dase/index.html 
b/templates/leadscoring/dase/index.html
index 0d940ed..fe08378 100644
--- a/templates/leadscoring/dase/index.html
+++ b/templates/leadscoring/dase/index.html
@@ -623,4 +623,4 @@
 
e=d.getElementsByTagName(t)[0];s.async=1;s.src=u;e.parentNode.insertBefore(s,e);
 })(window,document,'script','//s.swiftypecdn.com/install/v1/st.js','_st');
 
-_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-6d62b164.js"></script></body></html>
\ No newline at end of file
+_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-d943a254.js"></script></body></html>
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/predictionio-site/blob/2e455bb8/templates/leadscoring/quickstart/index.html
----------------------------------------------------------------------
diff --git a/templates/leadscoring/quickstart/index.html 
b/templates/leadscoring/quickstart/index.html
index db0b6c7..e5547d6 100644
--- a/templates/leadscoring/quickstart/index.html
+++ b/templates/leadscoring/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">$]</span> Finished listing 2 app<span class="o">(</span>s<span 
class="o">)</span>.
-</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 
id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, 
let&#39;s collect training data for this Engine. By default, Lead Scoring 
Engine Template supports the following entities: <strong>user</strong>, 
<strong>page</strong>, and <strong>item</strong>. An user views a page, and 
buys an item.</p><p>Note that a &quot;sessionId&quot; property is required to 
indicate these events happen in the same session. In the first visit of a user, 
you should specify the optional &quot;referrral ID&quot; and 
&quot;browser&quot; information. These are used to determine where the user 
comes from and the browser information.</p><p>In summary, this template 
requires user-view-page event and user-buy-item events with the session ID, 
referrer ID and browser properties.</p> <p>You can send these events to 
PredictionIO Event Server in real-time easily by making a HTTP request or 
through the provided SDK. Please see <a
  href="/appintegration/">App Integration Overview</a> for more details how to 
integrate your app with SDK.</p><p>Let&#39;s try sending events to EventServer 
with the following <code>curl</code> commands (The corresponding SDK code is 
showed in other tabs).</p><p>Replace <code>&lt;ACCCESS_KEY&gt;</code> by the 
Access Key generated in above steps. Note that <code>localhost:7070</code> is 
the default URL of the Event Server.</p><p>For convenience, set your access key 
to the shell variable, run:</p><p><code>$ 
ACCESS_KEY=&lt;ACCESS_KEY&gt;</code></p> <p><a href="#"></a></p> <p>For 
example, when an user with ID u0 views a URL page &quot;example.com/page0&quot; 
on time <code>2014-11-02T09:39:45.618-08:00</code>, with session ID 
&quot;akdj230fj8ass&quot; (current time will be used if eventTime is not 
specified) you can send the event to Event Server. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-525ebbda-d908-4cc2-
 a4a6-670984f54719">REST API</a></li> <li data-lang="python"><a 
href="#tab-c3e0863e-4762-4dc9-8082-75948fefb6ec">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-a9a5477f-be67-43f0-a66d-8116fcd74d13">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-a7a15ff0-c807-4660-87e9-55fae685c310">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-99de43c3-ef03-44cd-a74d-9485bd209fc7">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-525ebbda-d908-4cc2-a4a6-670984f54719"> <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 training data for this Engine. By default, Lead Scoring 
Engine Template supports the following entities: <strong>user</strong>, 
<strong>page</strong>, and <strong>item</strong>. An user views a page, and 
buys an item.</p><p>Note that a &quot;sessionId&quot; property is required to 
indicate these events happen in the same session. In the first visit of a user, 
you should specify the optional &quot;referrral ID&quot; and 
&quot;browser&quot; information. These are used to determine where the user 
comes from and the browser information.</p><p>In summary, this template 
requires user-view-page event and user-buy-item events with the session ID, 
referrer ID and browser properties.</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. 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 an user with ID u0 views a URL page &quot;example.com/page0&quot; 
on time <code>2014-11-02T09:39:45.618-08:00</code>, with session ID 
&quot;akdj230fj8ass&quot; (current time will be used if eventTime is not 
specified) you can send the event to Event Server. Run the following 
<code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li 
data-lang="json"><a href="#tab-cbf7b816-3b4d-4a86-
 95c5-672e4e2060be">REST API</a></li> <li data-lang="python"><a 
href="#tab-b2929e82-ac88-46ca-9a34-3ff601ebde07">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-18d9fe85-5a1a-4ea4-9bd3-2ef23c38720a">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-5cbcc8a3-26c5-4846-add3-a6a940aa0392">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-0e6359d3-2946-41e0-bb28-4549faa57268">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-cbf7b816-3b4d-4a86-95c5-672e4e2060be"> <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
@@ -61,7 +61,7 @@ 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-c3e0863e-4762-4dc9-8082-75948fefb6ec"> <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-b2929e82-ac88-46ca-9a34-3ff601ebde07"> <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
@@ -106,7 +106,7 @@ Your system is all ready to go.
     <span class="s">"browser"</span><span class="p">:</span> <span 
class="o">&lt;</span><span class="n">BROWSER</span><span class="o">&gt;</span> 
<span class="c"># optinal. but should specify this if you have this information 
when user views the landing page</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-a9a5477f-be67-43f0-a66d-8116fcd74d13"> <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-18d9fe85-5a1a-4ea4-9bd3-2ef23c38720a"> <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
@@ -145,7 +145,7 @@ Your system is all ready to go.
   <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-a7a15ff0-c807-4660-87e9-55fae685c310"> <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-5cbcc8a3-26c5-4846-add3-a6a940aa0392"> <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
@@ -178,7 +178,7 @@ Your system is all ready to go.
     <span class="p">}</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-99de43c3-ef03-44cd-a74d-9485bd209fc7"> <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-0e6359d3-2946-41e0-bb28-4549faa57268"> <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
@@ -213,7 +213,7 @@ Your system is all ready to go.
     <span class="o">.</span><span class="na">property</span><span 
class="o">(</span><span class="s">"referrerId"</span><span class="o">,</span> 
<span class="s">"&lt;REFERRER ID&gt;"</span><span class="o">)</span>
     <span class="o">.</span><span class="na">property</span><span 
class="o">(</span><span class="s">"browser"</span><span class="o">,</span> 
<span class="s">"&lt;BROWSER&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">viewEvent</span><span class="o">);</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <p>In the same browing 
session &quot;akdj230fj8ass&quot;, the user with ID u0 buys an item i0 on time 
<code>2014-11-02T09:42:00.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send the following buy event. Run the 
following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> 
<li data-lang="json"><a href="#tab-53d464f4-daea-4859-be02-1f47b2a8b0ba">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-df7a5d93-87eb-4401-acb1-475ffdddab47">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-4af16474-02a1-44a1-ab2c-38aa190e1c57">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-e4049dfb-78ef-46b9-9b6c-9a32878b441a">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-4cd48751-f00b-49e2-bfbc-6fd77aae9e98">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-53d464f4-daea-4859-be02-1f47b2a8b0ba"> <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>In the same browing 
session &quot;akdj230fj8ass&quot;, the user with ID u0 buys an item i0 on time 
<code>2014-11-02T09:42:00.123-08:00</code> (current time will be used if 
eventTime is not specified), you can send the following buy event. Run the 
following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> 
<li data-lang="json"><a href="#tab-72a923c3-a719-4a2b-9b31-ba8f0330e0fe">REST 
API</a></li> <li data-lang="python"><a 
href="#tab-b678ed41-65ab-47e6-9a21-0025bfd35188">Python SDK</a></li> <li 
data-lang="php"><a href="#tab-7d407bcf-5fcd-4968-8eeb-706c0e17ce97">PHP 
SDK</a></li> <li data-lang="ruby"><a 
href="#tab-dee15d84-eeef-481f-9f9c-c3c685894bc2">Ruby SDK</a></li> <li 
data-lang="java"><a href="#tab-96e529b0-f8e3-472f-af1d-9d306dfdfe08">Java 
SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" 
id="tab-72a923c3-a719-4a2b-9b31-ba8f0330e0fe"> <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
@@ -238,7 +238,7 @@ Your system is all ready to go.
   }
   "eventTime" : "2014-11-02T09:42:00.123-08:00"
 }'</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" 
data-lang="python" id="tab-df7a5d93-87eb-4401-acb1-475ffdddab47"> <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-b678ed41-65ab-47e6-9a21-0025bfd35188"> <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
@@ -261,7 +261,7 @@ Your system is all ready to go.
     <span class="s">"sessionId"</span><span class="p">:</span> <span 
class="o">&lt;</span><span class="n">SESSION</span> <span 
class="n">ID</span><span class="o">&gt;</span><span class="p">,</span> <span 
class="c"># required</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-4af16474-02a1-44a1-ab2c-38aa190e1c57"> <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-7d407bcf-5fcd-4968-8eeb-706c0e17ce97"> <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
@@ -288,7 +288,7 @@ 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-e4049dfb-78ef-46b9-9b6c-9a32878b441a"> <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-dee15d84-eeef-481f-9f9c-c3c685894bc2"> <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
@@ -311,7 +311,7 @@ Your system is all ready to go.
     <span class="p">}</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-4cd48751-f00b-49e2-bfbc-6fd77aae9e98"> <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-96e529b0-f8e3-472f-af1d-9d306dfdfe08"> <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
@@ -371,7 +371,7 @@ User u5 buys item i5
 </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 the 
results. When a user lands on your page &quot;example.com/page9&quot;, with 
referrer &quot;referrer10.com&quot; and browser &quot;Firefox&quot;, you can 
get the predicted lead score by sending this JSON &#39;{ 
&quot;landingPageId&quot; : &quot;example.com/page9&quot;, 
&quot;referrerId&quot; : &quot;referrer10.com&quot;, &quot;browser&quot;: 
&quot;Firefox&quot; }&#39; to the deployed engine. The engine will return a 
JSON with the score.</p><p>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 
terminal 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-55a15267-53bf-4eff-9f44-bf7e02431abe">REST API</a></li> <li 
data-lang="python"><a href="#tab-74d3aa44-92d3-4abb-9a46-3da4ff9e7387">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-49ca37c5-7752-4dd5-abbc-afba3ff71313">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-72f8cbd3-bd1f-41bc-9d37-e1b2d03d6562">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-029906c9-96cc-4802-8b8e-07f776d57238">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-55a15267-53bf-4eff-9f44-bf7e02431abe"> <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 the 
results. When a user lands on your page &quot;example.com/page9&quot;, with 
referrer &quot;referrer10.com&quot; and browser &quot;Firefox&quot;, you can 
get the predicted lead score by sending this JSON &#39;{ 
&quot;landingPageId&quot; : &quot;example.com/page9&quot;, 
&quot;referrerId&quot; : &quot;referrer10.com&quot;, &quot;browser&quot;: 
&quot;Firefox&quot; }&#39; to the deployed engine. The engine will return a 
JSON with the score.</p><p>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 
terminal 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-e2bee48b-cb6c-4cd1-88ec-7c68cba62e2f">REST API</a></li> <li 
data-lang="python"><a href="#tab-7413c697-17c1-4541-86f5-53bc4ce565c9">Python 
SDK</a></li> <li data-lang="php"><a 
href="#tab-072fbc02-c876-4a21-ad48-9c7464a66d52">PHP SDK</a></li> <li 
data-lang="ruby"><a href="#tab-75b04e26-6e57-4155-ac98-5e13fb07ebab">Ruby 
SDK</a></li> <li data-lang="java"><a 
href="#tab-09de1d9d-1968-4b96-80c0-9bdfb9f437ef">Java SDK</a></li> </ul> <div 
data-tab="REST API" data-lang="json" 
id="tab-e2bee48b-cb6c-4cd1-88ec-7c68cba62e2f"> <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
@@ -384,7 +384,7 @@ User u5 buys item i5
   "browser": "Firefox" }'</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-74d3aa44-92d3-4abb-9a46-3da4ff9e7387"> <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-7413c697-17c1-4541-86f5-53bc4ce565c9"> <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
@@ -397,7 +397,7 @@ http://localhost:8000/queries.json
   <span class="s">"referrerId"</span> <span class="p">:</span> <span 
class="s">"referrer10.com"</span><span class="p">,</span>
   <span class="s">"browser"</span><span class="p">:</span> <span 
class="s">"Firefox"</span>
 <span class="p">})</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" 
data-lang="php" id="tab-49ca37c5-7752-4dd5-abbc-afba3ff71313"> <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-072fbc02-c876-4a21-ad48-9c7464a66d52"> <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
@@ -426,7 +426,7 @@ 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-72f8cbd3-bd1f-41bc-9d37-e1b2d03d6562"> <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-75b04e26-6e57-4155-ac98-5e13fb07ebab"> <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
@@ -447,7 +447,7 @@ http://localhost:8000/queries.json
 <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-029906c9-96cc-4802-8b8e-07f776d57238"> <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-09de1d9d-1968-4b96-80c0-9bdfb9f437ef"> <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
@@ -484,4 +484,4 @@ http://localhost:8000/queries.json
 
e=d.getElementsByTagName(t)[0];s.async=1;s.src=u;e.parentNode.insertBefore(s,e);
 })(window,document,'script','//s.swiftypecdn.com/install/v1/st.js','_st');
 
-_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-6d62b164.js"></script></body></html>
\ No newline at end of file
+_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-d943a254.js"></script></body></html>
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/predictionio-site/blob/2e455bb8/templates/productranking/dase/index.html
----------------------------------------------------------------------
diff --git a/templates/productranking/dase/index.html 
b/templates/productranking/dase/index.html
index b1c324f..66b21f8 100644
--- a/templates/productranking/dase/index.html
+++ b/templates/productranking/dase/index.html
@@ -654,4 +654,4 @@
 
e=d.getElementsByTagName(t)[0];s.async=1;s.src=u;e.parentNode.insertBefore(s,e);
 })(window,document,'script','//s.swiftypecdn.com/install/v1/st.js','_st');
 
-_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-6d62b164.js"></script></body></html>
\ No newline at end of file
+_st('install','HaUfpXXV87xoB_zzCQ45');</script><script 
src="/javascripts/application-d943a254.js"></script></body></html>
\ No newline at end of file

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