http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/1204e01b/templates/productranking/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/productranking/quickstart/index.html b/templates/productranking/quickstart/index.html index b60093e..f22a1eb 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>$set</code> event for this user. To send this event, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-f4a63a58-e23b-4a60-a489-f70a7125aece">REST API</a></li> <li data-lang="python"><a href="#tab-c461c9f8-27ea-4a43-b8c7-e0aff84aecdf">Python SDK</a></li> <li data-lang="php"><a href="#tab-56a2a73b-56bf-4066-bc4b-f859d63fc35e">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-6c0b45a0-c250-4a3e-a38a-5bd51189bca9">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-2c4a5ddc-0c96-4edf- 9049-4b39a2da46c5">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-f4a63a58-e23b-4a60-a489-f70a7125aece"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect some training data for the app of this Engine. By default, the Product Ranking Engine Template supports 2 types of entities: <strong>user</strong> and <strong>item</strong>, and event <strong>view</strong>. A user can view an item. This template requires '$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-92415af6-4a0b-42ec-9ee0-bb023c1d25dd">REST API</a></li> <li data-lang="python"><a href="#tab-4e626cc1-e18c-4fbb-bd92-c98604f9f42b">Python SDK</a></li> <li data-lang="php"><a href="#tab-f6be5f23-950b-4d8f-af22-dc7888480338">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-aac66cda-0e9b-4cb6-a513-aa2e590c224c">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-72b8bac9-f9c6-44e9- adbf-dc2b95c586cc">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-92415af6-4a0b-42ec-9ee0-bb023c1d25dd"> <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-c461c9f8-27ea-4a43-b8c7-e0aff84aecdf"> <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-4e626cc1-e18c-4fbb-bd92-c98604f9f42b"> <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-56a2a73b-56bf-4066-bc4b-f859d63fc35e"> <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-f6be5f23-950b-4d8f-af22-dc7888480338"> <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-6c0b45a0-c250-4a3e-a38a-5bd51189bca9"> <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-aac66cda-0e9b-4cb6-a513-aa2e590c224c"> <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-2c4a5ddc-0c96-4edf-9049-4b39a2da46c5"> <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-72b8bac9-f9c6-44e9-adbf-dc2b95c586cc"> <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-d6f11608-17d2-4268-9a87-ea7365314c96">REST API</a></li> <li data-lang="python"><a href="#tab-ec61bd84-0de0-469c-b8f2-4e125cc15198">Python SDK</a></li> <li data-lang="php"><a href="#tab-a2d0d3b4-013b-48d0-b2a8-b9b67a6e6a51">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-44969901-12e9-46ba-8d60-f29ba178bdad">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-c629e49b-c25b-40d0-8cb2-1e53786d7905">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-d6f11608-17d2-4268-9a87-ea7365314c96"> <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-d5ca3482-85a6-4f4c-946e-c36ba5698ef1">REST API</a></li> <li data-lang="python"><a href="#tab-629fd4d0-a75d-407f-8a7b-c352916103c0">Python SDK</a></li> <li data-lang="php"><a href="#tab-e4f6c147-ab29-43d2-8b35-f5413878fdb9">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-9f18575d-09da-4fce-9bc7-36f08bbf7ede">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-bfbb7ea1-f00a-4e2b-883b-166996e695ee">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-d5ca3482-85a6-4f4c-946e-c36ba5698ef1"> <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-ec61bd84-0de0-469c-b8f2-4e125cc15198"> <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-629fd4d0-a75d-407f-8a7b-c352916103c0"> <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-a2d0d3b4-013b-48d0-b2a8-b9b67a6e6a51"> <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-e4f6c147-ab29-43d2-8b35-f5413878fdb9"> <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-44969901-12e9-46ba-8d60-f29ba178bdad"> <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-9f18575d-09da-4fce-9bc7-36f08bbf7ede"> <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-c629e49b-c25b-40d0-8cb2-1e53786d7905"> <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-bfbb7ea1-f00a-4e2b-883b-166996e695ee"> <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-aa4c8878-5314-442c-aba9-483945227da0">REST API</a></li> <li data-lang="python"><a href="#tab-6e864045-aa01-49fb-a89e-e489f9f75d89">Python SDK</a></li> <li data-lang="php"><a href="#tab-d22ba490-a96c-4b93-98dd-76f8b9391625">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-8eb9b216-1a18-4c74-944f-f2ffdae20d78">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-bd6c1288-6ea3-4fab-9b7f-8846fcc00fd4">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-aa4c8878-5314-442c-aba9-483945227da0"> <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-f97fceef-52f7-45a2-8db4-c71cf7a76a6e">REST API</a></li> <li data-lang="python"><a href="#tab-53c2e911-98d6-4d63-9ae8-1e218e1ae252">Python SDK</a></li> <li data-lang="php"><a href="#tab-e7cc8acc-f01e-4639-9dc5-8dfd43731c8a">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-6ca63097-3877-4b4c-a311-c1dd2f2b1c09">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-e4490695-657c-434b-b0c3-a35cfbc9fb84">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-f97fceef-52f7-45a2-8db4-c71cf7a76a6e"> <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-6e864045-aa01-49fb-a89e-e489f9f75d89"> <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-53c2e911-98d6-4d63-9ae8-1e218e1ae252"> <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-d22ba490-a96c-4b93-98dd-76f8b9391625"> <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-e7cc8acc-f01e-4639-9dc5-8dfd43731c8a"> <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-8eb9b216-1a18-4c74-944f-f2ffdae20d78"> <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-6ca63097-3877-4b4c-a311-c1dd2f2b1c09"> <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-bd6c1288-6ea3-4fab-9b7f-8846fcc00fd4"> <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-e4490695-657c-434b-b0c3-a35cfbc9fb84"> <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-04c2ac9f-beb9-47dc-b98c-0ff2f2124853">REST API</a></li> <li data-lang="python"><a href="#tab-16a009f5-b53a-41a7-aaeb-3f872ed46373">Python SDK</a></li> <li data-lang="php"><a href="#tab-db63099e-ab87-4b92-8518-be23d17086c3">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-046e9a9e-965f-4e21-aaa1-ca46f5845f8f">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-12e0a440-4bc1-445d-a91a-1c1fab92e5e1">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-04c2ac9f-beb9-47dc-b98c-0ff2f2124853"> <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-78d1b0ca-3ce0-4f6a-ac0d-f0cd4fdaf304">REST API</a></li> <li data-lang="python"><a href="#tab-9ade98cd-f66b-414c-97c4-42c2a179615b">Python SDK</a></li> <li data-lang="php"><a href="#tab-54a6a9c2-90c3-4974-b0e8-ddbd43edc328">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-1bdfc42b-9746-43fc-b21a-9e6ec48c6c7b">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-f664f87b-cd34-4d32-ab38-ec19c4f81dae">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-78d1b0ca-3ce0-4f6a-ac0d-f0cd4fdaf304"> <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-16a009f5-b53a-41a7-aaeb-3f872ed46373"> <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-9ade98cd-f66b-414c-97c4-42c2a179615b"> <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-db63099e-ab87-4b92-8518-be23d17086c3"> <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-54a6a9c2-90c3-4974-b0e8-ddbd43edc328"> <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-046e9a9e-965f-4e21-aaa1-ca46f5845f8f"> <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-1bdfc42b-9746-43fc-b21a-9e6ec48c6c7b"> <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-12e0a440-4bc1-445d-a91a-1c1fab92e5e1"> <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-f664f87b-cd34-4d32-ab38-ec19c4f81dae"> <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/1204e01b/templates/productranking/quickstart/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/productranking/quickstart/index.html.gz b/templates/productranking/quickstart/index.html.gz index d6b9508..33a2126 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/1204e01b/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 6187142..ea57e6d 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/1204e01b/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 ab7e9a4..8ec43fd 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/1204e01b/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 bbdbc5d..0ffa7b0 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/1204e01b/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 a32bff6..ed8e490 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/1204e01b/templates/recommendation/dase/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/dase/index.html.gz b/templates/recommendation/dase/index.html.gz index 824b037..ec2dfeb 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/1204e01b/templates/recommendation/evaluation/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/evaluation/index.html.gz b/templates/recommendation/evaluation/index.html.gz index 7a23398..6aac958 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/1204e01b/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 6085343..9d0b602 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/1204e01b/templates/recommendation/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/recommendation/quickstart/index.html b/templates/recommendation/quickstart/index.html index d52c351..f19c042 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-8b845ad6-c355-4868-a887-9e0556aa6291">REST API</a></li> <li data-lang="python"><a href="#tab-d551689e-4d4a-4dc7-9f53-41eb2cabb9f1">Python SDK</a></li> <li data-lang="php"><a href="#tab-a111da31-faf5-47af-b0f3-004c61096abc">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-8e164b15-ffc1 -470d-a17a-a2bf8a8a99e7">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-dc8cd75a-da50-40ff-b368-86f9f7770895">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-8b845ad6-c355-4868-a887-9e0556aa6291"> <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-01d84e5f-8ccc-4d9d-b030-3b88dab4d5d8">REST API</a></li> <li data-lang="python"><a href="#tab-ea6fe2d7-20fb-4e53-a695-76c4ee1c3546">Python SDK</a></li> <li data-lang="php"><a href="#tab-41516bcb-a304-42c9-9f4d-564b33e70bd9">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-392e6754-222e -4af7-a25a-2d7483884e92">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-c9c983d2-ead7-4667-886c-7e5d16a9eb65">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-01d84e5f-8ccc-4d9d-b030-3b88dab4d5d8"> <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-d551689e-4d4a-4dc7-9f53-41eb2cabb9f1"> <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-ea6fe2d7-20fb-4e53-a695-76c4ee1c3546"> <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-a111da31-faf5-47af-b0f3-004c61096abc"> <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-41516bcb-a304-42c9-9f4d-564b33e70bd9"> <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-8e164b15-ffc1-470d-a17a-a2bf8a8a99e7"> <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-392e6754-222e-4af7-a25a-2d7483884e92"> <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-dc8cd75a-da50-40ff-b368-86f9f7770895"> <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-c9c983d2-ead7-4667-886c-7e5d16a9eb65"> <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-b324af44-5dd3-473a-b160-f3dacdb78c74">REST API</a></li> <li data-lang="python"><a href="#tab-55ad863e-55c9-406f-a2a4-3cf9568bc167">Python SDK</a></li> <li data-lang="php"><a href="#tab-73cae83d-2f20-42d4-a925-432e37e62645">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-97f5ee65-b310-4af4-9523-5c777db02482">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-968b5ab2-2a83-4d09-8b8b-379f77345591">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-b324af44-5dd3-473a-b160-f3dacdb78c74"> <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-28d2f653-f56a-4588-a8b3-dce79d6970bc">REST API</a></li> <li data-lang="python"><a href="#tab-fdf4bb83-3157-4594-9be2-92ba438bec2c">Python SDK</a></li> <li data-lang="php"><a href="#tab-27e2c906-4dd8-4fe3-a0d8-f7d365df9cb0">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-bec03406-1317-48d6-8823-891f133761a8">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-2cc0d3c0-c8a1-4730-90ac-0ca9dbf37f1f">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-28d2f653-f56a-4588-a8b3-dce79d6970bc"> <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-55ad863e-55c9-406f-a2a4-3cf9568bc167"> <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-fdf4bb83-3157-4594-9be2-92ba438bec2c"> <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-73cae83d-2f20-42d4-a925-432e37e62645"> <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-27e2c906-4dd8-4fe3-a0d8-f7d365df9cb0"> <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-97f5ee65-b310-4af4-9523-5c777db02482"> <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-bec03406-1317-48d6-8823-891f133761a8"> <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-968b5ab2-2a83-4d09-8b8b-379f77345591"> <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-2cc0d3c0-c8a1-4730-90ac-0ca9dbf37f1f"> <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-2de00136-1ef3-4be8-9010-773bec590a47">REST API</a></li> <li data-lang="python"><a href="#tab-0ceedc6d-ad47-468b-878b-6ed5a5fb129d">Python SDK</a></li> <li data-lang="php"><a href="#tab-0ee21527-1e9b-4646-a965-d92862b45153">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-144712cc-0169-4dcd-9ddd-baf90279f305">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-e82ae9c8-e63e-4fcc-b17d-179a60fee0f2">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-2de00136-1ef3-4be8-9010-773bec590a47"> <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-19236138-e0a6-40ac-af92-9e3b9a715c9d">REST API</a></li> <li data-lang="python"><a href="#tab-bab53d71-1e5d-4a84-a35e-85c66de5c644">Python SDK</a></li> <li data-lang="php"><a href="#tab-be724561-482d-4945-b6cf-35f1e9dcb1e9">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-51e6c373-9134-4552-b4c8-eb1cbed76e57">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-b42a055c-42e3-4119-8c7f-87c18e1be10d">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-19236138-e0a6-40ac-af92-9e3b9a715c9d"> <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-0ceedc6d-ad47-468b-878b-6ed5a5fb129d"> <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-bab53d71-1e5d-4a84-a35e-85c66de5c644"> <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-0ee21527-1e9b-4646-a965-d92862b45153"> <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-be724561-482d-4945-b6cf-35f1e9dcb1e9"> <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-144712cc-0169-4dcd-9ddd-baf90279f305"> <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-51e6c373-9134-4552-b4c8-eb1cbed76e57"> <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-e82ae9c8-e63e-4fcc-b17d-179a60fee0f2"> <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-b42a055c-42e3-4119-8c7f-87c18e1be10d"> <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/1204e01b/templates/recommendation/quickstart/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/recommendation/quickstart/index.html.gz b/templates/recommendation/quickstart/index.html.gz index 9acda86..76b760c 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/1204e01b/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 c552179..bf62dde 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/1204e01b/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 cce5878..04a989f 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/1204e01b/templates/similarproduct/dase/index.html.gz ---------------------------------------------------------------------- diff --git a/templates/similarproduct/dase/index.html.gz b/templates/similarproduct/dase/index.html.gz index da0fa71..32b61ed 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/1204e01b/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 9f05f1d..20ed890 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/1204e01b/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 25831cd..054cf49 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/1204e01b/templates/similarproduct/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/similarproduct/quickstart/index.html b/templates/similarproduct/quickstart/index.html index 0f845d7..ed969b1 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>$set</code> event for this user. To send this event, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-a0163a92-06e4-4b64-bf2e-4db5395a0a36">REST API</a></li> <li data-lang="python"><a href="#tab-f36de731-ca9 5-41f7-b0b7-66f6582610bd">Python SDK</a></li> <li data-lang="php"><a href="#tab-e4ce6351-856a-4dac-b660-7e1abb580b0e">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-be9bef70-0e55-4eb6-8706-1c621a6f7ce5">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-3c647089-aca0-448e-aa2e-44cefedb2cea">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-a0163a92-06e4-4b64-bf2e-4db5395a0a36"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect some training data for the app of this Engine. By default, the Similar Product Engine Template supports 2 types of entities: <strong>user</strong> and <strong>item</strong>, and event <strong>view</strong>. An item has the <strong>categories</strong> property, which is a list of category names (String). A user can view an item. Respectively, this template requires '$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-4d279f7b-d123-4620-a76a-08f3257f8033">REST API</a></li> <li data-lang="python"><a href="#tab-ffb4078a-07c 5-4fd9-86df-552f605e4add">Python SDK</a></li> <li data-lang="php"><a href="#tab-f465e265-0a32-4756-a463-483c080ba52d">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-59cb86f2-ca60-4590-b9f9-c570593d1c7c">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-5b187e2a-8fad-4dd2-89d9-9c691eca83c5">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-4d279f7b-d123-4620-a76a-08f3257f8033"> <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-f36de731-ca95-41f7-b0b7-66f6582610bd"> <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-ffb4078a-07c5-4fd9-86df-552f605e4add"> <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-e4ce6351-856a-4dac-b660-7e1abb580b0e"> <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-f465e265-0a32-4756-a463-483c080ba52d"> <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-be9bef70-0e55-4eb6-8706-1c621a6f7ce5"> <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-59cb86f2-ca60-4590-b9f9-c570593d1c7c"> <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-3c647089-aca0-448e-aa2e-44cefedb2cea"> <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-5b187e2a-8fad-4dd2-89d9-9c691eca83c5"> <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-a171da34-6ab3-42da-8043-605a7b48caa4">REST API</a></li> <li data-lang="python"><a href="#tab-07e599bf-f9a1-4c33-98d1-0ed5cdb70158">Python SDK</a></li> <li data-lang="php"><a href="#tab-3db66a12-d790-4372-ad80-1f858e11dc89">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-148027b0-a02a-48d5-91a9-e55274b825ce">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-b22c326d-ed32-4c48-b862-4cb89da51d52">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-a171da 34-6ab3-42da-8043-605a7b48caa4"> <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-2a05c5ef-0f09-4423-bf82-b3222e25ea1e">REST API</a></li> <li data-lang="python"><a href="#tab-6710cf3d-d69d-458f-92b8-01a0917d22cd">Python SDK</a></li> <li data-lang="php"><a href="#tab-5177bc52-2885-4901-8fa8-2ce66ce6ae48">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-87be5f18-384e-463a-91cb-515db3f62f9d">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-3bf643f1-2b63-40b9-a778-78651aef7ce1">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-2a05c5 ef-0f09-4423-bf82-b3222e25ea1e"> <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-07e599bf-f9a1-4c33-98d1-0ed5cdb70158"> <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-6710cf3d-d69d-458f-92b8-01a0917d22cd"> <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-3db66a12-d790-4372-ad80-1f858e11dc89"> <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-5177bc52-2885-4901-8fa8-2ce66ce6ae48"> <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-148027b0-a02a-48d5-91a9-e55274b825ce"> <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-87be5f18-384e-463a-91cb-515db3f62f9d"> <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-b22c326d-ed32-4c48-b862-4cb89da51d52"> <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-3bf643f1-2b63-40b9-a778-78651aef7ce1"> <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-2eb4d8af-f96f-490c-b6f4-60c58596a76c">REST API</a></li> <li data-lang="python"><a href="#tab-a0d6cb97-0d43-4f89-abe3-5fc641ea8eca">Python SDK</a></li> <li data-lang="php"><a href="#tab-37c98863-32e4-4aad-a403-0510f41cbf7f">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-7c20851d-88e9-42bb-a88f-37887d0a20af">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-c3b29adb-3456-4ed8-859e-13f09f8ab4b0">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-2eb4d8af-f96f-490c-b6f4-60c58596a76c"> <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-26793003-3285-49f6-90b5-a311b763ba66">REST API</a></li> <li data-lang="python"><a href="#tab-925cd88b-ccc4-4f8a-ab97-02516a9b065f">Python SDK</a></li> <li data-lang="php"><a href="#tab-5d44e145-5b87-4a39-b9e6-16aa8bbd7b51">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-d5f25e6b-7b91-4689-a4c0-6f436f08731d">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-cb65265f-5ab4-4f5c-978d-c56bbfdfa8d8">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-26793003-3285-49f6-90b5-a311b763ba66"> <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-a0d6cb97-0d43-4f89-abe3-5fc641ea8eca"> <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-925cd88b-ccc4-4f8a-ab97-02516a9b065f"> <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-37c98863-32e4-4aad-a403-0510f41cbf7f"> <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-5d44e145-5b87-4a39-b9e6-16aa8bbd7b51"> <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-7c20851d-88e9-42bb-a88f-37887d0a20af"> <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-d5f25e6b-7b91-4689-a4c0-6f436f08731d"> <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-c3b29adb-3456-4ed8-859e-13f09f8ab4b0"> <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-cb65265f-5ab4-4f5c-978d-c56bbfdfa8d8"> <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-ca0d0813-4617-4b1d-afc7-40b05ef0b57a">REST API</a></li> <li data-lang="python"><a href="#tab-fcd27923-71bb-4e58-a842-1798c53ae08b">Python SDK</a></li> <li data-lang="php"><a href="#tab-140f280f-9345-4078-91c5-57f3e7bce9b7">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-20b240f9-428b-4f1a-b777-c8bef907c03a">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-33af66a1-ea2e-4d17-95f2-30c7a9f56d9b">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-ca0d0813-4617-4b1d-afc7-40b05ef0b57a"> <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-0e8a03e5-14a8-429f-aeec-8d706f56f427">REST API</a></li> <li data-lang="python"><a href="#tab-7305c957-41c0-48fa-9f00-5a362fe86d13">Python SDK</a></li> <li data-lang="php"><a href="#tab-baff9173-15b7-4051-8753-1777c1505181">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-3d35ba9d-227d-40d2-87bc-a4d903119620">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-7a990c34-d331-45f4-8f89-8489cc48564d">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-0e8a03e5-14a8-429f-aeec-8d706f56f427"> <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-fcd27923-71bb-4e58-a842-1798c53ae08b"> <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-7305c957-41c0-48fa-9f00-5a362fe86d13"> <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-140f280f-9345-4078-91c5-57f3e7bce9b7"> <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-baff9173-15b7-4051-8753-1777c1505181"> <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-20b240f9-428b-4f1a-b777-c8bef907c03a"> <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-3d35ba9d-227d-40d2-87bc-a4d903119620"> <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-33af66a1-ea2e-4d17-95f2-30c7a9f56d9b"> <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-7a990c34-d331-45f4-8f89-8489cc48564d"> <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
