http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/productranking/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/productranking/quickstart/index.html b/templates/productranking/quickstart/index.html index 8709b2a..d1306e5 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">$]</span> Finished listing 2 app<span class="o">(</span>s<span class="o">)</span>. -</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect some training data for the app of this Engine. By default, the Product Ranking Engine Template supports 2 types of entities: <strong>user</strong> and <strong>item</strong>, and event <strong>view</strong>. A user can view an item. This template requires '$set' user event, '$set' item event and user-view-item events.</p><p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more details how to integrate your app with SDK.</p><p>Let's try sending events to EventServer with the following <code>curl</code> commands (The corresponding SDK code is showed in other tabs).</p><p>Replace <code><ACCCESS_KEY></code> by the Access Key generated in above steps. N ote that <code>localhost:7070</code> is the default URL of the Event Server.</p><p>For convenience, set your access key to the shell variable, run:</p><p><code>$ ACCESS_KEY=<ACCESS_KEY></code></p> <p><a href="#"></a></p> <p>For example, when a new user with id "u0" 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>$set</code> event for this user. To send this event, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-3f6fcfc6-655b-428e-8870-a37ca35ea3b8">REST API</a></li> <li data-lang="python"><a href="#tab-8e7f8b49-2bab-491e-99e0-0f8df449016f">Python SDK</a></li> <li data-lang="php"><a href="#tab-62b62f76-2685-40b9-b11a-02b125d0cdf4">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-bf3e240a-dd4e-4ca7-9b34-4cdcee13df22">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-3bf01c40-aae8-41fb- 89b9-c13b5b4ea768">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-3f6fcfc6-655b-428e-8870-a37ca35ea3b8"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect some training data for the app of this Engine. By default, the Product Ranking Engine Template supports 2 types of entities: <strong>user</strong> and <strong>item</strong>, and event <strong>view</strong>. A user can view an item. This template requires '$set' user event, '$set' item event and user-view-item events.</p><p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more details how to integrate your app with SDK.</p><p>Let's try sending events to EventServer with the following <code>curl</code> commands (The corresponding SDK code is showed in other tabs).</p><p>Replace <code><ACCCESS_KEY></code> by the Access Key generated in above steps. N ote that <code>localhost:7070</code> is the default URL of the Event Server.</p><p>For convenience, set your access key to the shell variable, run:</p><p><code>$ ACCESS_KEY=<ACCESS_KEY></code></p> <p><a href="#"></a></p> <p>For example, when a new user with id "u0" 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 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-8e7f8b49-2bab-491e-99e0-0f8df449016f"> <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-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 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">=<</span><span class="n">USER_ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-62b62f76-2685-40b9-b11a-02b125d0cdf4"> <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-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 2 3 4 @@ -103,7 +103,7 @@ Your system is all ready to go. <span class="s1">'entityId'</span> <span class="o">=></span> <span class="o"><</span><span class="nx">USER</span> <span class="nx">ID</span><span class="o">></span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-bf3e240a-dd4e-4ca7-9b34-4cdcee13df22"> <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-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 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"><</span><span class="no">USER</span> <span class="no">ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-3bf01c40-aae8-41fb-89b9-c13b5b4ea768"> <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-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 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">(<</span><span class="n">USER_ID</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">userEvent</span><span class="o">);</span> -</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a new item "i0" 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-a2930c8b-cfc6-4bea-ada8-b13904e39158">REST API</a></li> <li data-lang="python"><a href="#tab-f68cccfe-7b69-492f-93a1-f8bd34d1e1f0">Python SDK</a></li> <li data-lang="php"><a href="#tab-97bc34d7-ccd5-4e53-80ab-786181c2ae53">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-fae5834b-5ad4-489e-bf26-f70987b276c3">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-41c2c4e6-a447-45db-8519-7df07ab892ae">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-a2930c8b-cfc6-4bea-ada8-b13904e39158"> <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 "i0" 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 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-f68cccfe-7b69-492f-93a1-f8bd34d1e1f0"> <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-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 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">=<</span><span class="n">ITEM_ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-97bc34d7-ccd5-4e53-80ab-786181c2ae53"> <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-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 2 3 4 @@ -190,7 +190,7 @@ Your system is all ready to go. <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-fae5834b-5ad4-489e-bf26-f70987b276c3"> <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-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 2 3 4 @@ -203,7 +203,7 @@ Your system is all ready to go. <span class="o"><</span><span class="no">ITEM</span> <span class="no">ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-41c2c4e6-a447-45db-8519-7df07ab892ae"> <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-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 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">(<</span><span class="n">ITEM_ID</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 "u0" view item "i0" 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-be3fbbb0-a213-43d8-8121-342a578179a4">REST API</a></li> <li data-lang="python"><a href="#tab-a4b42353-14ae-4c9c-bbdb-6e4852f609df">Python SDK</a></li> <li data-lang="php"><a href="#tab-9f2186f6-ce7e-4e7f-9ed3-efaeb54da65f">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-ddd3bdf5-dd76-4e5e-8b89-4d6407531410">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-ddaeceb0-4619-4535-ac53-bc6f795cef91">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-be3fbbb0-a213-43d8-8121-342a578179a4"> <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 "u0" view item "i0" 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 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-a4b42353-14ae-4c9c-bbdb-6e4852f609df"> <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-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 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">=<</span><span class="n">ITEM</span> <span class="n">ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-9f2186f6-ce7e-4e7f-9ed3-efaeb54da65f"> <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-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 2 3 4 @@ -269,7 +269,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></span> <span class="o"><</span><span class="nx">ITEM</span> <span class="nx">ID</span><span class="o">></span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-ddd3bdf5-dd76-4e5e-8b89-4d6407531410"> <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-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 2 3 4 @@ -286,7 +286,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></span> <span class="o"><</span><span class="no">ITEM</span> <span class="no">ID</span><span class="o">></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-ddaeceb0-4619-4535-ac53-bc6f795cef91"> <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-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 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 "i1", "i3", "i10", "i2", "i5", "i31", "i9" for user "u2". You send this JSON <code>{ "user": "u2", "items": ["i1", "i3", "i10", "i2", "i5", "i31", "i9"] }</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-02b9d0d8-6efb-4d49-9760-b6e28bac7879">REST API</a></li> <li data-lang="python"><a href="#tab-f15617ef-5f64-4304-b37c-424ecb0f9642">Python SDK</a></li> <li data-lang="php"><a href="#tab-af5ffc25-6d15-46ef-a743-ea3be51517fa">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-793f4134-c908-4f7a-936e-573361fb122d">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-368fd0b0-b218-4ab2-b909-f65e3d191abc">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-02b9d0d8-6efb-4d49-9760-b6e28bac7879"> <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 "i1", "i3", "i10", "i2", "i5", "i31", "i9" for user "u2". You send this JSON <code>{ "user": "u2", "items": ["i1", "i3", "i10", "i2", "i5", "i31", "i9"] }</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 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-f15617ef-5f64-4304-b37c-424ecb0f9642"> <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-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 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-af5ffc25-6d15-46ef-a743-ea3be51517fa"> <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-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 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">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-793f4134-c908-4f7a-936e-573361fb122d"> <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-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 2 3 4 @@ -402,7 +402,7 @@ http://localhost:8000/queries.json <span class="s1">'items'</span> <span class="o">=></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-368fd0b0-b218-4ab2-b909-f65e3d191abc"> <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-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 2 3 4
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/productranking/quickstart/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/productranking/quickstart/index.html.gz b/templates/productranking/quickstart/index.html.gz index 67dce2d..a0dec29 100644 Binary files a/templates/productranking/quickstart/index.html.gz and b/templates/productranking/quickstart/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/batch-evaluator/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/batch-evaluator/index.html.gz b/templates/recommendation/batch-evaluator/index.html.gz index 61c7060..f4fd5f2 100644 Binary files a/templates/recommendation/batch-evaluator/index.html.gz and b/templates/recommendation/batch-evaluator/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/blacklist-items/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/blacklist-items/index.html.gz b/templates/recommendation/blacklist-items/index.html.gz index 457a729..4600ad4 100644 Binary files a/templates/recommendation/blacklist-items/index.html.gz and b/templates/recommendation/blacklist-items/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/customize-data-prep/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/customize-data-prep/index.html.gz b/templates/recommendation/customize-data-prep/index.html.gz index 7079a3a..d7fbfaf 100644 Binary files a/templates/recommendation/customize-data-prep/index.html.gz and b/templates/recommendation/customize-data-prep/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/customize-serving/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/customize-serving/index.html.gz b/templates/recommendation/customize-serving/index.html.gz index 551ef4e..50fb71d 100644 Binary files a/templates/recommendation/customize-serving/index.html.gz and b/templates/recommendation/customize-serving/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/dase/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/dase/index.html.gz b/templates/recommendation/dase/index.html.gz index b2f6d9a..6c0ca35 100644 Binary files a/templates/recommendation/dase/index.html.gz and b/templates/recommendation/dase/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/evaluation/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/evaluation/index.html.gz b/templates/recommendation/evaluation/index.html.gz index bf30480..1d52f28 100644 Binary files a/templates/recommendation/evaluation/index.html.gz and b/templates/recommendation/evaluation/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/how-to/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/how-to/index.html.gz b/templates/recommendation/how-to/index.html.gz index fbe5d73..58e0712 100644 Binary files a/templates/recommendation/how-to/index.html.gz and b/templates/recommendation/how-to/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/recommendation/quickstart/index.html b/templates/recommendation/quickstart/index.html index b4c48f9..7cb580e 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'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'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><ACCCESS_KEY></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=<ACCESS_KEY></code></p> <p><a href="#"></a></p> <p>For example, when a user with ID "u0" rate an item with ID "i0" 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 "rate" event. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-f2a704e4-9ef6-4e04-a8e7-858a242155f2">REST API</a></li> <li data-lang="python"><a href="#tab-bb2fd2ae-d9b9-4871-9da9-5690e2e4b862">Python SDK</a></li> <li data-lang="php"><a href="#tab-614658f9-88b5-4013-8fa0-fbc707a9436e">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-4ee2560e-b9e0 -4355-b8a5-29b7865c3bde">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-8958ec6d-53be-4dfb-b399-9fb9496792e6">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-f2a704e4-9ef6-4e04-a8e7-858a242155f2"> <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'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'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><ACCCESS_KEY></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=<ACCESS_KEY></code></p> <p><a href="#"></a></p> <p>For example, when a user with ID "u0" rate an item with ID "i0" 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 "rate" 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 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-bb2fd2ae-d9b9-4871-9da9-5690e2e4b862"> <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-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 2 3 4 @@ -92,7 +92,7 @@ Your system is all ready to go. <span class="n">target_entity_id</span><span class="o">=<</span><span class="n">ITEM</span> <span class="n">ID</span><span class="o">></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"><</span><span class="n">RATING</span><span class="o">></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-614658f9-88b5-4013-8fa0-fbc707a9436e"> <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-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 2 3 4 @@ -123,7 +123,7 @@ Your system is all ready to go. <span class="s1">'properties'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'rating'</span><span class="o">=></span> <span class="o"><</span><span class="nx">RATING</span><span class="o">></span><span class="p">)</span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-4ee2560e-b9e0-4355-b8a5-29b7865c3bde"> <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-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 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-8958ec6d-53be-4dfb-b399-9fb9496792e6"> <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-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 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">(<</span><span class="n">RATING</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">rateEvent</span><span class="o">);</span> -</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a user with ID "u1" buy an item with ID "i2" 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 "rate" event. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-74f3099a-9198-4330-bddb-1db9e1276981">REST API</a></li> <li data-lang="python"><a href="#tab-2a881082-cfde-4e3e-a712-661745b51ef4">Python SDK</a></li> <li data-lang="php"><a href="#tab-8fbec86d-7c78-4c7a-a8e6-1241858c7702">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-b14a66a0-2218-4a4d-885e-e4061111e983">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-f416b98b-81d8-4df0-9627-0de68b6ffd1d">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-74f3099a-9198-4330-bddb-1db9e1276981"> <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 "u1" buy an item with ID "i2" 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 "rate" 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 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-2a881082-cfde-4e3e-a712-661745b51ef4"> <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-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 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">=<</span><span class="n">ITEM</span> <span class="n">ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-8fbec86d-7c78-4c7a-a8e6-1241858c7702"> <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-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 2 3 4 @@ -232,7 +232,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></span> <span class="o"><</span><span class="nx">ITEM</span> <span class="nx">ID</span><span class="o">></span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-b14a66a0-2218-4a4d-885e-e4061111e983"> <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-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 2 3 4 @@ -249,7 +249,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></span> <span class="o"><</span><span class="no">ITEM</span> <span class="no">ID</span><span class="o">></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-f416b98b-81d8-4df0-9627-0de68b6ffd1d"> <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-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 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>{ "user": "1", "num": 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-cc1d3c75-f9ce-40c9-8ffd-2f976534abf7">REST API</a></li> <li data-lang="python"><a href="#tab-72d20a36-c834-4919-9b67-82697c6f2eaa">Python SDK</a></li> <li data-lang="php"><a href="#tab-25ee25e4-2638-4a0f-9d91-b764ed827f34">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-bfc9aff5-c003-41b4-9914-cba48d329b3b">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-98358a9a-9f92-4d32-aeb0-5a83309d910b">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-cc1d3c75-f9ce-40c9-8ffd-2f976534abf7"> <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>{ "user": "1", "num": 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 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-72d20a36-c834-4919-9b67-82697c6f2eaa"> <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-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 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-25ee25e4-2638-4a0f-9d91-b764ed827f34"> <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-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 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">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-bfc9aff5-c003-41b4-9914-cba48d329b3b"> <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-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 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">=></span> <span class="o"><</span><span class="no">USER</span> <span class="no">ID</span><span class="o">></span><span class="p">,</span> <span class="s1">'num'</span> <span class="o">=></span> <span class="o"><</span><span class="no">NUMBER</span> <span class="p">(</span><span class="n">integer</span><span class="p">)</span><span class="o">></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-98358a9a-9f92-4d32-aeb0-5a83309d910b"> <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-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 2 3 4 http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/quickstart/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/quickstart/index.html.gz b/templates/recommendation/quickstart/index.html.gz index a77a3ab..d53ee5c 100644 Binary files a/templates/recommendation/quickstart/index.html.gz and b/templates/recommendation/quickstart/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/reading-custom-events/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/reading-custom-events/index.html.gz b/templates/recommendation/reading-custom-events/index.html.gz index 99f5a16..2b32fb3 100644 Binary files a/templates/recommendation/reading-custom-events/index.html.gz and b/templates/recommendation/reading-custom-events/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/recommendation/training-with-implicit-preference/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/training-with-implicit-preference/index.html.gz b/templates/recommendation/training-with-implicit-preference/index.html.gz index 1209b77..959c57a 100644 Binary files a/templates/recommendation/training-with-implicit-preference/index.html.gz and b/templates/recommendation/training-with-implicit-preference/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/similarproduct/dase/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/similarproduct/dase/index.html.gz b/templates/similarproduct/dase/index.html.gz index ef60770..19d5e35 100644 Binary files a/templates/similarproduct/dase/index.html.gz and b/templates/similarproduct/dase/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/similarproduct/how-to/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/similarproduct/how-to/index.html.gz b/templates/similarproduct/how-to/index.html.gz index b2d0e0c..98f6b83 100644 Binary files a/templates/similarproduct/how-to/index.html.gz and b/templates/similarproduct/how-to/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/similarproduct/multi-events-multi-algos/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/similarproduct/multi-events-multi-algos/index.html.gz b/templates/similarproduct/multi-events-multi-algos/index.html.gz index 7cead3d..e2e76ad 100644 Binary files a/templates/similarproduct/multi-events-multi-algos/index.html.gz and b/templates/similarproduct/multi-events-multi-algos/index.html.gz differ http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/776fff97/templates/similarproduct/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/similarproduct/quickstart/index.html b/templates/similarproduct/quickstart/index.html index 4701a0e..93c5ed8 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'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 '$set' user event, '$set' 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'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><ACCCESS_KEY></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=<ACCESS_KEY></code></p> <p><a href="#"></a></p> <p>For example, when a new user with id "u0" 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>$set</code> event for this user. To send this event, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-f1af253a-b6b6-4b8a-a061-207385c924cd">REST API</a></li> <li data-lang="python"><a href="#tab-8444784a-3c5 b-4772-9c41-f47070428188">Python SDK</a></li> <li data-lang="php"><a href="#tab-dd710ab8-9b78-4679-9166-0676e04a322e">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-e26ce5f1-7788-40a0-8812-3e13b49b589b">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-a3912fbc-da7f-4678-9585-00497d14317f">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-f1af253a-b6b6-4b8a-a061-207385c924cd"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect some training data for the app of this Engine. By default, the Similar Product Engine Template supports 2 types of entities: <strong>user</strong> and <strong>item</strong>, and event <strong>view</strong>. An item has the <strong>categories</strong> property, which is a list of category names (String). A user can view an item. Respectively, this template requires '$set' user event, '$set' item event, and user-view-item events.</p><div class="alert-message info"><p>This template can easily be customized to consider more user events such as <em>buy</em>, <em>rate</em> and <em>like</em>.</p></div><p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more detail s how to integrate your app with SDK.</p><p>Let's try sending events to EventServer with the following <code>curl</code> commands (The corresponding SDK code is showed in other tabs).</p><p>Replace <code><ACCCESS_KEY></code> by the Access Key generated in above steps. Note that <code>localhost:7070</code> is the default URL of the Event Server.</p><p>For convenience, set your access key to the shell variable, run:</p><p><code>$ ACCESS_KEY=<ACCESS_KEY></code></p> <p><a href="#"></a></p> <p>For example, when a new user with id "u0" 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 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-8444784a-3c5b-4772-9c41-f47070428188"> <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-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 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-dd710ab8-9b78-4679-9166-0676e04a322e"> <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-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 2 3 4 @@ -111,7 +111,7 @@ Your system is all ready to go. <span class="s1">'entityId'</span> <span class="o">=></span> <span class="o"><</span><span class="nx">USER</span> <span class="nx">ID</span><span class="o">></span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-e26ce5f1-7788-40a0-8812-3e13b49b589b"> <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-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 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"><</span><span class="no">USER</span> <span class="no">ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-a3912fbc-da7f-4678-9585-00497d14317f"> <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-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 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">(<</span><span class="n">USER_ID</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">userEvent</span><span class="o">);</span> -</pre></td> </tr></tbody></table> </div> </div> </div> <p>When a new item "i0" 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>"c1"</code> and <code>"c2"</code>. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-257aaf00-7b90-4418-847b-48c82308f046">REST API</a></li> <li data-lang="python"><a href="#tab-220b31d5-231f-4301-8b6e-7e7fe1aabce0">Python SDK</a></li> <li data-lang="php"><a href="#tab-c6119241-cf75-4c25-a346-f60b04c2292e">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-711e70ac-c77c-42ab-b26e-8406bda97676">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-e34aa88f-4baa-4e15-b306-7741c068afc7">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-257aaf 00-7b90-4418-847b-48c82308f046"> <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 "i0" 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>"c1"</code> and <code>"c2"</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 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-220b31d5-231f-4301-8b6e-7e7fe1aabce0"> <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-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 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">"<CATEGORY_1>"</span><span class="p">,</span> <span class="s">"<CATEGORY_2>"</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-c6119241-cf75-4c25-a346-f60b04c2292e"> <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-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 2 3 4 @@ -214,7 +214,7 @@ Your system is all ready to go. <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-711e70ac-c77c-42ab-b26e-8406bda97676"> <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-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 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-e34aa88f-4baa-4e15-b306-7741c068afc7"> <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-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 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">(<</span><span class="n">ITEM_ID</span><span class="o">>)</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">"<CATEGORY_1>"</span><span class="o">,</span> <span class="s">"<CATEGORY_2>"</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 "u0" view item "i0" 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-b5147d5b-d6f3-4c8a-9c81-846e60f4099e">REST API</a></li> <li data-lang="python"><a href="#tab-9ca082b0-7dd4-4894-a3a5-25b0a4f2ed82">Python SDK</a></li> <li data-lang="php"><a href="#tab-6d63935f-68d9-4d8f-b80a-d17189e4df30">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-22c0d504-9169-4222-87fb-2f9fa88e5aa9">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-47a5a1a7-30da-40eb-8eb2-9080d87a24b3">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-b5147d5b-d6f3-4c8a-9c81-846e60f4099e"> <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 "u0" view item "i0" 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 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-9ca082b0-7dd4-4894-a3a5-25b0a4f2ed82"> <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-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 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">=<</span><span class="n">ITEM</span> <span class="n">ID</span><span class="o">></span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-6d63935f-68d9-4d8f-b80a-d17189e4df30"> <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-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 2 3 4 @@ -299,7 +299,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></span> <span class="o"><</span><span class="nx">ITEM</span> <span class="nx">ID</span><span class="o">></span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-22c0d504-9169-4222-87fb-2f9fa88e5aa9"> <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-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 2 3 4 @@ -316,7 +316,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></span> <span class="o"><</span><span class="no">ITEM</span> <span class="no">ID</span><span class="o">></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-47a5a1a7-30da-40eb-8eb2-9080d87a24b3"> <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-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 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 "i1". You send this JSON <code>{ "items": ["i1"], "num": 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-57dbe53a-a4f5-4de3-a69b-5a989680dc40">REST API</a></li> <li data-lang="python"><a href="#tab-51dc8886-b91c-4c85-a151-99d0d84e7066">Python SDK</a></li> <li data-lang="php"><a href="#tab-f61461c3-81f9-4ada-ba11-cc2b974fafcb">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-683647c6-b5e1-4a23-9e4d-ca0986cee5f0">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-910c6773-2c40-4974-9552-c3900a86a291">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-57dbe53a-a4f5-4de3-a69b-5a989680dc40"> <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 "i1". You send this JSON <code>{ "items": ["i1"], "num": 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 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-51dc8886-b91c-4c85-a151-99d0d84e7066"> <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-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 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-f61461c3-81f9-4ada-ba11-cc2b974fafcb"> <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-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 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">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-683647c6-b5e1-4a23-9e4d-ca0986cee5f0"> <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-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 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">=></span> <span class="p">[</span><span class="s1">'i1'</span><span class="p">],</span> <span class="s1">'num'</span> <span class="o">=></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-910c6773-2c40-4974-9552-c3900a86a291"> <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-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 2 3 4
