http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/39c4b56a/templates/ecommercerecommendation/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/ecommercerecommendation/quickstart/index.html b/templates/ecommercerecommendation/quickstart/index.html index 5a88f8c..132157a 100644 --- a/templates/ecommercerecommendation/quickstart/index.html +++ b/templates/ecommercerecommendation/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">$]</span> Finished listing 2 app<span class="o">(</span>s<span class="o">)</span>. -</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect training data for this Engine. By default, the E-Commerce Recommendation Engine Template supports 2 types of entities and 2 events: <strong>user</strong> and <strong>item</strong>; events <strong>view</strong> and <strong>buy</strong>. An item has the <strong>categories</strong> property, which is a list of category names (String). A user can view and buy an item. The specical <strong>constraint</strong> entiy with entityId <strong>unavailableItems</strong> defines a list of unavailable items and is taken into account in realtime during serving.</p><p>In summary, this template requires '$set' user event, '$set' item event, user-view-item events, user-buy-item event and '$set' constraint event.</p><div class="alert-message info"><p>This template can easily be customized to consider other user-to-it em events.</p></div><p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more details how to integrate your app with SDK.</p><p>Let'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>$set</code> event for this user. To send this e vent, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-fdd55b0b-4a3f-4807-8a10-2553a2749783">REST API</a></li> <li data-lang="python"><a href="#tab-f91eff8c-c7c4-4df8-8618-8b0fc3dfcd54">Python SDK</a></li> <li data-lang="php"><a href="#tab-58480621-aa34-442a-b13f-d6af4617fe96">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-2341080b-3ff4-4e5c-9c7e-b51b0d7b5796">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-e166c9ca-08c4-4e46-81c0-a3867b666977">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-fdd55b0b-4a3f-4807-8a10-2553a2749783"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect training data for this Engine. By default, the E-Commerce Recommendation Engine Template supports 2 types of entities and 2 events: <strong>user</strong> and <strong>item</strong>; events <strong>view</strong> and <strong>buy</strong>. An item has the <strong>categories</strong> property, which is a list of category names (String). A user can view and buy an item. The specical <strong>constraint</strong> entiy with entityId <strong>unavailableItems</strong> defines a list of unavailable items and is taken into account in realtime during serving.</p><p>In summary, this template requires '$set' user event, '$set' item event, user-view-item events, user-buy-item event and '$set' constraint event.</p><div class="alert-message info"><p>This template can easily be customized to consider other user-to-it em events.</p></div><p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more details how to integrate your app with SDK.</p><p>Let'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 e vent, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-9e1321d4-3491-448c-a182-91447429c492">REST API</a></li> <li data-lang="python"><a href="#tab-46e4fa1c-9021-4ae0-86cc-cee48856f8b0">Python SDK</a></li> <li data-lang="php"><a href="#tab-05473cf0-505b-450c-97bf-122a50fba4f3">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-3475ee36-e3ee-47e5-b92c-4bfce709a982">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-7c7e0f5a-7c5a-4506-bef8-3c91dc81027f">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-9e1321d4-3491-448c-a182-91447429c492"> <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-f91eff8c-c7c4-4df8-8618-8b0fc3dfcd54"> <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-46e4fa1c-9021-4ae0-86cc-cee48856f8b0"> <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-58480621-aa34-442a-b13f-d6af4617fe96"> <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-05473cf0-505b-450c-97bf-122a50fba4f3"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -119,7 +119,7 @@ Your system is all ready to go. <span class="s1">'properties'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'categories'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'<CATEGORY_1>'</span><span class="p">,</span> <span class="s1">'<CATEGORY_2>'</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-2341080b-3ff4-4e5c-9c7e-b51b0d7b5796"> <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-3475ee36-e3ee-47e5-b92c-4bfce709a982"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -136,7 +136,7 @@ Your system is all ready to go. <span class="s1">'user'</span><span class="p">,</span> <span class="o"><</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-e166c9ca-08c4-4e46-81c0-a3867b666977"> <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-7c7e0f5a-7c5a-4506-bef8-3c91dc81027f"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -161,7 +161,7 @@ Your system is all ready to go. <span class="o">.</span><span class="na">entityType</span><span class="o">(</span><span class="s">"user"</span><span class="o">)</span> <span class="o">.</span><span class="na">entityId</span><span class="o">(<</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-f4331317-181d-4492-aedc-aca41f59eb60">REST API</a></li> <li data-lang="python"><a href="#tab-2b705f9f-4e68-460c-a7d5-931481c6831c">Python SDK</a></li> <li data-lang="php"><a href="#tab-d5933641-a2ee-490f-8339-c52bb081ec36">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-45d1ebb3-9675-43b0-bc39-3506eccce0cf">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-75eecfe5-9ed4-4c6b-abb3-936c0fcc5156">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-f43313 17-181d-4492-aedc-aca41f59eb60"> <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-3937cc10-5156-465f-9efb-3b86a6c3f799">REST API</a></li> <li data-lang="python"><a href="#tab-46b609ac-3b3e-4e76-ac7d-ccca0a0fd823">Python SDK</a></li> <li data-lang="php"><a href="#tab-ac7d9707-86a6-4b39-9da2-dd0c6bbe2a1f">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-d71af6c2-4ab8-46ca-9fa2-165d773a20e0">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-c4e4d336-d245-47a5-a62c-45cd4ee550c7">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-3937cc 10-5156-465f-9efb-3b86a6c3f799"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -182,7 +182,7 @@ Your system is all ready to go. } "eventTime" : "2014-11-02T09:39:45.618-08:00" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-2b705f9f-4e68-460c-a7d5-931481c6831c"> <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-46b609ac-3b3e-4e76-ac7d-ccca0a0fd823"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -201,7 +201,7 @@ Your system is all ready to go. <span class="s">"categories"</span> <span class="p">:</span> <span class="p">[</span><span class="s">"<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-d5933641-a2ee-490f-8339-c52bb081ec36"> <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-ac7d9707-86a6-4b39-9da2-dd0c6bbe2a1f"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -218,7 +218,7 @@ Your system is all ready to go. <span class="s1">'properties'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'categories'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'<CATEGORY_1>'</span><span class="p">,</span> <span class="s1">'<CATEGORY_2>'</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-45d1ebb3-9675-43b0-bc39-3506eccce0cf"> <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-d71af6c2-4ab8-46ca-9fa2-165d773a20e0"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -235,7 +235,7 @@ Your system is all ready to go. <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-75eecfe5-9ed4-4c6b-abb3-936c0fcc5156"> <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-c4e4d336-d245-47a5-a62c-45cd4ee550c7"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -248,7 +248,7 @@ Your system is all ready to go. <span class="o">.</span><span class="na">entityId</span><span class="o">(<</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>The properties of the <code>user</code> and <code>item</code> can be set, unset, or delete by special events <strong>$set</strong>, <strong>$unset</strong> and <strong>$delete</strong>. Please refer to <a href="/datacollection/eventapi/#note-about-properties">Event API</a> for more details of using these events.</p><p>When the user "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-f4407493-4b43-470c-88e6-d868cac6cac2">REST API</a></li> <li data-lang="python"><a href="#tab-dbde9f09-bb93-45ad-a81c-b76743119187">Python SDK</a></li> <li data-lang="php"><a href="#tab-6d62a9bb-e0b9-41c0-8c35-5cbb51db24ce">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-af101e48-f038-4897-8b7a-7f0f0c e177de">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-72df377d-321b-47c2-ab85-a7fcf669d53e">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-f4407493-4b43-470c-88e6-d868cac6cac2"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> </div> <p>The properties of the <code>user</code> and <code>item</code> can be set, unset, or delete by special events <strong>$set</strong>, <strong>$unset</strong> and <strong>$delete</strong>. Please refer to <a href="/datacollection/eventapi/#note-about-properties">Event API</a> for more details of using these events.</p><p>When the user "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-600ece2a-471c-4e7b-9085-1b3fdecaad41">REST API</a></li> <li data-lang="python"><a href="#tab-bc48b9c7-fda5-4ade-8bc1-191ccfdb4402">Python SDK</a></li> <li data-lang="php"><a href="#tab-f8bc253d-5295-4f87-8b6a-9b96a5e9467d">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-efbdc2fc-9ea9-46f5-a158-92e592 e72fe5">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-faaf223d-b7bf-4511-8cd8-316ac906d15d">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-600ece2a-471c-4e7b-9085-1b3fdecaad41"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -267,7 +267,7 @@ Your system is all ready to go. "targetEntityId" : "i0", "eventTime" : "2014-11-10T12:34:56.123-08:00" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-dbde9f09-bb93-45ad-a81c-b76743119187"> <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-bc48b9c7-fda5-4ade-8bc1-191ccfdb4402"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -284,7 +284,7 @@ Your system is all ready to go. <span class="n">target_entity_type</span><span class="o">=</span><span class="s">"item"</span><span class="p">,</span> <span class="n">target_entity_id</span><span class="o">=<</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-6d62a9bb-e0b9-41c0-8c35-5cbb51db24ce"> <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-f8bc253d-5295-4f87-8b6a-9b96a5e9467d"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -303,7 +303,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></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-af101e48-f038-4897-8b7a-7f0f0ce177de"> <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-efbdc2fc-9ea9-46f5-a158-92e592e72fe5"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -322,7 +322,7 @@ Your system is all ready to go. <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-72df377d-321b-47c2-ab85-a7fcf669d53e"> <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-faaf223d-b7bf-4511-8cd8-316ac906d15d"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -337,7 +337,7 @@ Your system is all ready to go. <span class="o">.</span><span class="na">targetEntityType</span><span class="o">(</span><span class="s">"item"</span><span class="o">)</span> <span class="o">.</span><span class="na">targetEntityId</span><span class="o">(<</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">viewEvent</span><span class="o">);</span> -</pre></td> </tr></tbody></table> </div> </div> </div> <p>When the user "u0" buy item "i0" on time <code>2014-11-10T13:00:00.123-08:00</code> (current time will be used if eventTime is not specified), you can send a view event. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-328cb35f-2420-4053-838c-0c08ef151541">REST API</a></li> <li data-lang="python"><a href="#tab-246f1d00-fb31-4918-bc0b-6aea38c9540d">Python SDK</a></li> <li data-lang="php"><a href="#tab-2599c17d-a657-49ee-a440-9de76b8a08be">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-9489d2c8-da31-4db0-a8a3-68fe2759ad12">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-97b54399-e785-40c4-b113-98db42d31df0">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-328cb35f-2420-4053-838c-0c08ef151541"> <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" buy item "i0" on time <code>2014-11-10T13:00:00.123-08:00</code> (current time will be used if eventTime is not specified), you can send a view event. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-88f3b1d2-d73d-401e-abb4-91e8fb1524bd">REST API</a></li> <li data-lang="python"><a href="#tab-e09f3809-338a-4215-aab1-7e1e971c3c3f">Python SDK</a></li> <li data-lang="php"><a href="#tab-037a6402-7ceb-4457-8212-1b6c116a9cdc">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-ecebf901-0893-4fda-8af6-60fa07f4a77a">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-7169eda0-a074-47ce-bb99-9fed8b01d307">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-88f3b1d2-d73d-401e-abb4-91e8fb1524bd"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text- align: right"><pre class="lineno">1 2 3 4 @@ -356,7 +356,7 @@ Your system is all ready to go. "targetEntityId" : "i0", "eventTime" : "2014-11-10T13:00:00.123-08:00" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-246f1d00-fb31-4918-bc0b-6aea38c9540d"> <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-e09f3809-338a-4215-aab1-7e1e971c3c3f"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -373,7 +373,7 @@ Your system is all ready to go. <span class="n">target_entity_type</span><span class="o">=</span><span class="s">"item"</span><span class="p">,</span> <span class="n">target_entity_id</span><span class="o">=<</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-2599c17d-a657-49ee-a440-9de76b8a08be"> <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-037a6402-7ceb-4457-8212-1b6c116a9cdc"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -392,7 +392,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></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-9489d2c8-da31-4db0-a8a3-68fe2759ad12"> <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-ecebf901-0893-4fda-8af6-60fa07f4a77a"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -409,7 +409,7 @@ Your system is all ready to go. <span class="s1">'targetEntityId'</span> <span class="o">=></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-97b54399-e785-40c4-b113-98db42d31df0"> <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-7169eda0-a074-47ce-bb99-9fed8b01d307"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -490,19 +490,19 @@ User u10 buys item i40 </pre></td></tr></tbody></table> </div> <p>When the engine is deployed successfully and running, you should see a console message similar to the following:</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1 2</pre></td><td class="code"><pre><span class="o">[</span>INFO] <span class="o">[</span>HttpListener] Bound to /0.0.0.0:8000 <span class="o">[</span>INFO] <span class="o">[</span>MasterActor] Bind successful. Ready to serve. -</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine process.</p><p>By default, the deployed engine binds to <a href="http://localhost:8000";><a href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that page in your web browser to check its status.</p><p><img alt="Engine Status" src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve predicted results. To recommend 4 items to user ID "u1". You send this JSON <code>{ "user": ["u1"], "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-66ee20b5-d23f-4130-bb22-8ce637f67ffe">REST API</a></li> <li data-lang="python"><a href="#tab-9dbf0c48-3e95-491a-b684-53081464a5ad">Python SDK</a></li> <li data-lang="php"><a href="#tab-b31b8d76-b196-45a1-8dd6-81e1ca31e8c2">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-5c5fb947-a8a9-4a3d-8cc5-9a34a897021c">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-5fb7d552-9ca8-4dd3-87e8-1db31a8724f4">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-66ee20b5-d23f-4130-bb22-8ce637f67ffe"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine process.</p><p>By default, the deployed engine binds to <a href="http://localhost:8000";><a href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that page in your web browser to check its status.</p><p><img alt="Engine Status" src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve predicted results. To recommend 4 items to user ID "u1". You send this JSON <code>{ "user": ["u1"], "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-d36d750e-301f-4018-9794-87ce58a64575">REST API</a></li> <li data-lang="python"><a href="#tab-df65519e-5ddb-4d51-9224-d13336956707">Python SDK</a></li> <li data-lang="php"><a href="#tab-16524342-9c73-46a0-8608-cbdbad6d7026">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-1a9cc475-ffd2-4009-9e63-78037646ba3a">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-ef0c43dc-afba-4aa4-ad15-fdb20b9b1ab4">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-d36d750e-301f-4018-9794-87ce58a64575"> <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": "u1", "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-9dbf0c48-3e95-491a-b684-53081464a5ad"> <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-df65519e-5ddb-4d51-9224-d13336956707"> <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">"u1"</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-b31b8d76-b196-45a1-8dd6-81e1ca31e8c2"> <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-16524342-9c73-46a0-8608-cbdbad6d7026"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -521,7 +521,7 @@ http://localhost:8000/queries.json <span class="nb">print_r</span><span class="p">(</span><span class="nv">$response</span><span class="p">);</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-5c5fb947-a8a9-4a3d-8cc5-9a34a897021c"> <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-1a9cc475-ffd2-4009-9e63-78037646ba3a"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -534,7 +534,7 @@ http://localhost:8000/queries.json <span class="n">response</span> <span class="o">=</span> <span class="n">client</span><span class="p">.</span><span class="nf">send_query</span><span class="p">(</span><span class="s1">'user'</span> <span class="o">=></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-5fb7d552-9ca8-4dd3-87e8-1db31a8724f4"> <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-ef0c43dc-afba-4aa4-ad15-fdb20b9b1ab4"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -578,7 +578,7 @@ http://localhost:8000/queries.json <span class="o">{</span><span class="s2">"item"</span>:<span class="s2">"i3"</span>,<span class="s2">"score"</span>:0.003007015026561692<span class="o">}</span> <span class="o">]</span> <span class="o">}</span> -</pre></td></tr></tbody></table> </div> <p><em>MyECommerceRecommendation</em> is now running.</p><div class="alert-message info"><p>To update the model periodically with new data, simply set up a cron job to call <code>pio train</code> and <code>pio deploy</code>. The engine will continue to serve prediction results during the re-train process. After the training is completed, <code>pio deploy</code> will automatically shutdown the existing engine server and bring up a new process on the same port.</p></div><div class="alert-message info"><p><strong>Note that if you import a <em>large</em> data set</strong> and the training seems to be taking forever or getting stuck, it's likely that there is not enough executor memory. It's recommended to setup a Spark standalone cluster, you'll need to specify more driver and executor memory when training with a large data set. Please see <a href="/resources/faq/#engine-training">FAQ here</a> for instructions.</p></div> <h2 id='settin g-constraint-"unavailableitems"' class='header-anchors'>Setting constraint "unavailableItems"</h2><p>Now let's send a item contraint "unavailableItems" (replace accessKey with your Access Key):</p><div class="alert-message note"><p>You can also use SDK to send this event as decribed in the SDK sample above.</p></div><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-58ce3761-d349-44af-9d8b-af8241099aab">REST API</a></li> <li data-lang="python"><a href="#tab-dc23aa3e-babd-4c60-aa7d-e12f91594918">Python SDK</a></li> <li data-lang="php"><a href="#tab-e9a3ceda-3e4e-4e77-b894-538d6947bd4d">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-f536c774-3a19-4c10-9e9b-413712ee7b60">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-700c1d21-f4e6-4cc2-bc4d-d798bbb9fbe8">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-58ce3761-d349-44af-9d8b-af8241099aab"> <div class="highlight shell"> <table style="border-sp acing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><em>MyECommerceRecommendation</em> is now running.</p><div class="alert-message info"><p>To update the model periodically with new data, simply set up a cron job to call <code>pio train</code> and <code>pio deploy</code>. The engine will continue to serve prediction results during the re-train process. After the training is completed, <code>pio deploy</code> will automatically shutdown the existing engine server and bring up a new process on the same port.</p></div><div class="alert-message info"><p><strong>Note that if you import a <em>large</em> data set</strong> and the training seems to be taking forever or getting stuck, it's likely that there is not enough executor memory. It's recommended to setup a Spark standalone cluster, you'll need to specify more driver and executor memory when training with a large data set. Please see <a href="/resources/faq/#engine-training">FAQ here</a> for instructions.</p></div> <h2 id='settin g-constraint-"unavailableitems"' class='header-anchors'>Setting constraint "unavailableItems"</h2><p>Now let's send a item contraint "unavailableItems" (replace accessKey with your Access Key):</p><div class="alert-message note"><p>You can also use SDK to send this event as decribed in the SDK sample above.</p></div><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-4f883076-edb4-4d51-8565-7aff1cd239ce">REST API</a></li> <li data-lang="python"><a href="#tab-41751a34-59b7-46dc-9c9b-9b7eb1dbe179">Python SDK</a></li> <li data-lang="php"><a href="#tab-1421265f-5f63-4bf9-b75d-9b31452fe391">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-20eaaf6e-6d3b-4086-8fdc-96eba03ad2d7">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-bcdcba9a-18bd-41f9-9845-019c886e0ff6">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-4f883076-edb4-4d51-8565-7aff1cd239ce"> <div class="highlight shell"> <table style="border-sp acing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -599,7 +599,7 @@ http://localhost:8000/queries.json } "eventTime" : "2015-02-17T02:11:21.934Z" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-dc23aa3e-babd-4c60-aa7d-e12f91594918"> <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-41751a34-59b7-46dc-9c9b-9b7eb1dbe179"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -618,7 +618,7 @@ http://localhost:8000/queries.json <span class="s">"items"</span> <span class="p">:</span> <span class="p">[</span><span class="s">"<ITEM ID1>"</span><span class="p">,</span> <span class="s">"<ITEM ID2>"</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-e9a3ceda-3e4e-4e77-b894-538d6947bd4d"> <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-1421265f-5f63-4bf9-b75d-9b31452fe391"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -635,7 +635,7 @@ http://localhost:8000/queries.json <span class="s1">'properties'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'items'</span> <span class="o">=></span> <span class="k">array</span><span class="p">(</span><span class="s1">'<ITEM ID1>'</span><span class="p">,</span> <span class="s1">'<ITEM ID2>'</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-f536c774-3a19-4c10-9e9b-413712ee7b60"> <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-20eaaf6e-6d3b-4086-8fdc-96eba03ad2d7"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -650,7 +650,7 @@ http://localhost:8000/queries.json <span class="s1">'properties'</span> <span class="o">=></span> <span class="p">{</span> <span class="s1">'items'</span> <span class="o">=></span> <span class="p">[</span><span class="s1">'<ITEM ID1>'</span><span class="p">,</span> <span class="s1">'<ITEM ID2>'</span><span class="p">]</span> <span class="p">}</span> <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-700c1d21-f4e6-4cc2-bc4d-d798bbb9fbe8"> <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-bcdcba9a-18bd-41f9-9845-019c886e0ff6"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4
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