http://git-wip-us.apache.org/repos/asf/predictionio-site/blob/c17b9607/templates/javaecommercerecommendation/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/javaecommercerecommendation/quickstart/index.html b/templates/javaecommercerecommendation/quickstart/index.html index 1df8ca8..94fc247 100644 --- a/templates/javaecommercerecommendation/quickstart/index.html +++ b/templates/javaecommercerecommendation/quickstart/index.html @@ -32,7 +32,7 @@ Your system is all ready to go. <span class="o">[</span>INFO] <span class="o">[</span>App<span class="nv">$]</span> MyApp1 | 1 | 3mZWDzci2D5YsqAnqNnXH9SB6Rg3dsTBs8iHkK6X2i54IQsIZI1eEeQQyMfs7b3F | <span class="o">(</span>all<span class="o">)</span> <span class="o">[</span>INFO] <span class="o">[</span>App<span class="nv">$]</span> MyApp2 | 2 | io5lz6Eg4m3Xe4JZTBFE13GMAf1dhFl6ZteuJfrO84XpdOz9wRCrDU44EUaYuXq5 | <span class="o">(</span>all<span class="o">)</span> <span class="o">[</span>INFO] <span class="o">[</span>App<span class="nv">$]</span> Finished listing 2 app<span class="o">(</span>s<span class="o">)</span>. -</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect training data for this Engine. By default, the E-Commerce Recommendation Engine Template supports 2 types of entities and 2 events: <strong>user</strong> and <strong>item</strong>; events <strong>view</strong> and <strong>buy</strong>. An item has the <strong>categories</strong> property, which is a list of category names (String). A user can view and buy an item. The specical <strong>constraint</strong> entiy with entityId <strong>unavailableItems</strong> defines a list of unavailable items and is taken into account in realtime during serving.</p><p>In summary, this template requires '$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>$set</code> event for this user. To send this event, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-73cb74d8-9175-4de9-bc38-a0f5fa3e08d5">REST API</a></li> <li data-lang="python"><a href="#tab-fdfa2548-40e5-4425-8075-b69eb329f4d6">Python SDK</a></li> <li data-lang="php"><a href="#tab-149e7cf5-aac4-47ff-86c2-87757683181a">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-613fff9c-3fdf-461f-b59c-c75fba092b68">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-d7f622cd-f80e-405a-a6c8-7835e6c40121">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-73cb74d8-9175-4de9-bc38-a0f5fa3e08d5"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect training data for this Engine. By default, the E-Commerce Recommendation Engine Template supports 2 types of entities and 2 events: <strong>user</strong> and <strong>item</strong>; events <strong>view</strong> and <strong>buy</strong>. An item has the <strong>categories</strong> property, which is a list of category names (String). A user can view and buy an item. The specical <strong>constraint</strong> entiy with entityId <strong>unavailableItems</strong> defines a list of unavailable items and is taken into account in realtime during serving.</p><p>In summary, this template requires '$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 event, run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-0df315a8-176e-4dc8-a708-0c3ce05892a1">REST API</a></li> <li data-lang="python"><a href="#tab-8fa0d6ba-c00d-47ef-9211-e35f2adbe9e4">Python SDK</a></li> <li data-lang="php"><a href="#tab-edcbaa1e-782c-42b9-a89c-c6c9c51d9906">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-2f2d1b66-44f4-4cce-87a9-85b70f556d10">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-a0380d96-b647-40eb-8658-400171fff189">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-0df315a8-176e-4dc8-a708-0c3ce05892a1"> <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-fdfa2548-40e5-4425-8075-b69eb329f4d6"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-8fa0d6ba-c00d-47ef-9211-e35f2adbe9e4"> <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-149e7cf5-aac4-47ff-86c2-87757683181a"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-edcbaa1e-782c-42b9-a89c-c6c9c51d9906"> <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-613fff9c-3fdf-461f-b59c-c75fba092b68"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-2f2d1b66-44f4-4cce-87a9-85b70f556d10"> <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-d7f622cd-f80e-405a-a6c8-7835e6c40121"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-a0380d96-b647-40eb-8658-400171fff189"> <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-45d679d6-102f-46bc-b617-629aba9b85f9">REST API</a></li> <li data-lang="python"><a href="#tab-d9a5081f-fec1-45a3-ae93-98285c757feb">Python SDK</a></li> <li data-lang="php"><a href="#tab-da9b3263-423b-488a-b79d-be76321d5416">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-bccff134-621e-4518-9216-485d860a41c9">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-b0559711-36bd-46c3-af51-5dc1d9251275">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-45d679 d6-102f-46bc-b617-629aba9b85f9"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</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-2211b933-582d-4f9f-a92a-4797961420b9">REST API</a></li> <li data-lang="python"><a href="#tab-24944fa0-7627-4c0d-953d-323b2b1ff3e9">Python SDK</a></li> <li data-lang="php"><a href="#tab-4c6560b9-c02b-4922-b150-fdaa1d94f24c">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-26cd44d1-1123-435a-82cb-df696cb1554a">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-a9175dc8-beb2-465c-b67c-ccf185885133">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-2211b9 33-582d-4f9f-a92a-4797961420b9"> <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-d9a5081f-fec1-45a3-ae93-98285c757feb"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-24944fa0-7627-4c0d-953d-323b2b1ff3e9"> <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-da9b3263-423b-488a-b79d-be76321d5416"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-4c6560b9-c02b-4922-b150-fdaa1d94f24c"> <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-bccff134-621e-4518-9216-485d860a41c9"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-26cd44d1-1123-435a-82cb-df696cb1554a"> <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-b0559711-36bd-46c3-af51-5dc1d9251275"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-a9175dc8-beb2-465c-b67c-ccf185885133"> <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-06760502-f207-4f3c-9bc9-84c78039beba">REST API</a></li> <li data-lang="python"><a href="#tab-67108a9f-7579-4010-bc7a-3094f608fe03">Python SDK</a></li> <li data-lang="php"><a href="#tab-a2b6038e-d990-4886-a46a-f363f02c7075">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-4423c331-16ba-403d-8faa-fef4c3 616bb1">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-33f55700-4497-4755-b130-27767a2d0cac">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-06760502-f207-4f3c-9bc9-84c78039beba"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</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-81c029a1-dd2e-4718-adea-8c18ab9b69be">REST API</a></li> <li data-lang="python"><a href="#tab-27c54147-11fd-46e3-88d1-5c8472f95646">Python SDK</a></li> <li data-lang="php"><a href="#tab-b2dded73-d0a8-462b-9ddc-9037394565ce">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-d79da7a6-7da0-45c9-b7c9-ea76df b1f6fd">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-4d7d6ee4-8c91-468e-9775-5acaa8036e78">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-81c029a1-dd2e-4718-adea-8c18ab9b69be"> <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-67108a9f-7579-4010-bc7a-3094f608fe03"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-27c54147-11fd-46e3-88d1-5c8472f95646"> <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-a2b6038e-d990-4886-a46a-f363f02c7075"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-b2dded73-d0a8-462b-9ddc-9037394565ce"> <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-4423c331-16ba-403d-8faa-fef4c3616bb1"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-d79da7a6-7da0-45c9-b7c9-ea76dfb1f6fd"> <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-33f55700-4497-4755-b130-27767a2d0cac"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-4d7d6ee4-8c91-468e-9775-5acaa8036e78"> <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-0a288ff3-319f-4875-bfe4-47b14790eb9e">REST API</a></li> <li data-lang="python"><a href="#tab-acfc770a-c23b-4f48-a9a4-54856b0bfe85">Python SDK</a></li> <li data-lang="php"><a href="#tab-cb7f2c6f-bc99-4184-ba64-352f54ec47b6">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-8e72d7cb-1310-4594-9239-6c127485dff8">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-09a743eb-ce69-4506-a22f-e3834d4c7133">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-0a288ff3-319f-4875-bfe4-47b14790eb9e"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text- align: right"><pre class="lineno">1 +</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-20a7a1af-f880-4aaf-923e-90a4311250d9">REST API</a></li> <li data-lang="python"><a href="#tab-f97eea6a-3de6-4dca-898d-09e7874e98c2">Python SDK</a></li> <li data-lang="php"><a href="#tab-02874185-74a3-4697-81a0-02a1829da1d5">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-1be0429b-1752-43ea-8cc5-f7b9b6c976f2">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-2eca84e0-07b6-4519-9905-f3689a858bb6">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-20a7a1af-f880-4aaf-923e-90a4311250d9"> <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-acfc770a-c23b-4f48-a9a4-54856b0bfe85"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-f97eea6a-3de6-4dca-898d-09e7874e98c2"> <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-cb7f2c6f-bc99-4184-ba64-352f54ec47b6"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-02874185-74a3-4697-81a0-02a1829da1d5"> <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-8e72d7cb-1310-4594-9239-6c127485dff8"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-1be0429b-1752-43ea-8cc5-f7b9b6c976f2"> <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-09a743eb-ce69-4506-a22f-e3834d4c7133"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-2eca84e0-07b6-4519-9905-f3689a858bb6"> <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>{ "userEntityId": "u1", "number": 4 }</code> to the deployed engine and it will return a JSON of the recommended items. Simply send a query by making a HTTP request or through the <code>EngineClient</code> of an SDK.</p><p>With the deployed engine running, open another terminal and run the following <code>curl</code> command or use SDK to send the query:</p><div class="tabs"> <ul class="control"> <li da ta-lang="json"><a href="#tab-a067efe5-5e71-47d4-ad22-6836e378ee82">REST API</a></li> <li data-lang="python"><a href="#tab-b03f7190-49b2-4fd3-a6de-ff1260cda9d8">Python SDK</a></li> <li data-lang="php"><a href="#tab-ed95c0e6-891f-4606-9eca-d4fa59f230ab">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-65de3813-8f8d-4ed6-a6ca-a8e15b9a0512">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-47be99f7-75c0-48df-b36a-9d2bbfe11b55">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-a067efe5-5e71-47d4-ad22-6836e378ee82"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</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>{ "userEntityId": "u1", "number": 4 }</code> to the deployed engine and it will return a JSON of the recommended items. Simply send a query by making a HTTP request or through the <code>EngineClient</code> of an SDK.</p><p>With the deployed engine running, open another terminal and run the following <code>curl</code> command or use SDK to send the query:</p><div class="tabs"> <ul class="control"> <li da ta-lang="json"><a href="#tab-7cffe299-f094-4260-abfd-510f6d5b9ad5">REST API</a></li> <li data-lang="python"><a href="#tab-b1dfd4a8-25bd-411e-96eb-2f92a901a8da">Python SDK</a></li> <li data-lang="php"><a href="#tab-4ae5415a-8007-488b-85a7-91cecd271f9d">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-0e5dfc72-50a0-443e-abf6-d0bf3c8095fe">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-6ae192b7-2ecf-4180-ae3b-9df4b48f0734">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-7cffe299-f094-4260-abfd-510f6d5b9ad5"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4</pre></td> <td class="code"><pre><span class="gp">$ </span>curl -H <span class="s2">"Content-Type: application/json"</span> <span class="se">\</span> -d <span class="s1">'{ "userEntityId": "u1", "number": 4 }'</span> <span class="se">\</span> http://localhost:8000/queries.json -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-b03f7190-49b2-4fd3-a6de-ff1260cda9d8"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-b1dfd4a8-25bd-411e-96eb-2f92a901a8da"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3</pre></td> <td class="code"><pre><span class="kn">import</span> <span class="nn">predictionio</span> <span class="n">engine_client</span> <span class="o">=</span> <span class="n">predictionio</span><span class="o">.</span><span class="n">EngineClient</span><span class="p">(</span><span class="n">url</span><span class="o">=</span><span class="s">"http://localhost:8000";</span><span class="p">)</span> <span class="k">print</span> <span class="n">engine_client</span><span class="o">.</span><span class="n">send_query</span><span class="p">({</span><span class="s">"userEntityId"</span><span class="p">:</span> <span class="s">"u1"</span><span class="p">,</span> <span class="s">"number"</span><span class="p">:</span> <span class="mi">4</span><span class="p">})</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-ed95c0e6-891f-4606-9eca-d4fa59f230ab"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-4ae5415a-8007-488b-85a7-91cecd271f9d"> <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-65de3813-8f8d-4ed6-a6ca-a8e15b9a0512"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-0e5dfc72-50a0-443e-abf6-d0bf3c8095fe"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -534,7 +534,7 @@ http://localhost:8000/queries.json <span class="n">response</span> <span class="o">=</span> <span class="n">client</span><span class="p">.</span><span class="nf">send_query</span><span class="p">(</span><span class="s1">'userEntityId'</span> <span class="o">=></span> <span class="s1">'i1'</span><span class="p">,</span> <span class="s1">'number'</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-47be99f7-75c0-48df-b36a-9d2bbfe11b55"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-6ae192b7-2ecf-4180-ae3b-9df4b48f0734"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -578,7 +578,7 @@ http://localhost:8000/queries.json <span class="o">{</span><span class="s2">"itemEntityId"</span>:<span class="s2">"i3"</span>,<span class="s2">"score"</span>:0.003007015026561692<span class="o">}</span> <span class="o">]</span> <span class="o">}</span> -</pre></td></tr></tbody></table> </div> <p><em>MyECommerceRecommendation</em> is now running.</p> <div class="alert-message info"><p>To update the model periodically with new data, simply set up a cron job to call <code>pio train</code> and <code>pio deploy</code>. The engine will continue to serve prediction results during the re-train process. After the training is completed, <code>pio deploy</code> will automatically shutdown the existing engine server and bring up a new process on the same port.</p></div><div class="alert-message info"><p><strong>Note that if you import a <em>large</em> data set</strong> and the training seems to be taking forever or getting stuck, it'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='setti ng-constraint-"unavailableitems"' class='header-anchors'>Setting constraint "unavailableItems"</h2><p>Now let's send an item constraint "unavailableItems" (replace accessKey with your Access Key):</p><div class="alert-message note"><p>You can also use SDK to send this event as described in the SDK sample above.</p></div><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-55833016-19c4-40b3-9504-8acbbb8328e9">REST API</a></li> <li data-lang="python"><a href="#tab-77e474b3-a9de-4f63-bb08-a9bc677e7b40">Python SDK</a></li> <li data-lang="php"><a href="#tab-3f7ec24b-af47-442e-8777-03fa172d914f">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-fc992543-d63d-471d-aee5-8ae46053379a">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-08459971-afe2-41a9-a7ea-9001e2875338">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-55833016-19c4-40b3-9504-8acbbb8328e9"> <div class="highlight shell"> <table style="borde r-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</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='setti ng-constraint-"unavailableitems"' class='header-anchors'>Setting constraint "unavailableItems"</h2><p>Now let's send an item constraint "unavailableItems" (replace accessKey with your Access Key):</p><div class="alert-message note"><p>You can also use SDK to send this event as described in the SDK sample above.</p></div><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-b19b650d-302e-4b61-aeec-2b82bb2e799b">REST API</a></li> <li data-lang="python"><a href="#tab-381059c3-5b02-486f-8e8e-38a7c3785cb5">Python SDK</a></li> <li data-lang="php"><a href="#tab-3f472b87-86d5-484c-adae-3ac14f2b43f9">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-3cac83ad-cbc6-4da6-b7db-9ac1747a56e7">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-d8f9c17a-5a5b-41f0-a9e5-8c66ccd3af20">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-b19b650d-302e-4b61-aeec-2b82bb2e799b"> <div class="highlight shell"> <table style="borde r-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -599,7 +599,7 @@ http://localhost:8000/queries.json } "eventTime" : "2015-02-17T02:11:21.934Z" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-77e474b3-a9de-4f63-bb08-a9bc677e7b40"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-381059c3-5b02-486f-8e8e-38a7c3785cb5"> <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-3f7ec24b-af47-442e-8777-03fa172d914f"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-3f472b87-86d5-484c-adae-3ac14f2b43f9"> <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-fc992543-d63d-471d-aee5-8ae46053379a"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-3cac83ad-cbc6-4da6-b7db-9ac1747a56e7"> <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-08459971-afe2-41a9-a7ea-9001e2875338"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-d8f9c17a-5a5b-41f0-a9e5-8c66ccd3af20"> <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/predictionio-site/blob/c17b9607/templates/leadscoring/dase/index.html ---------------------------------------------------------------------- diff --git a/templates/leadscoring/dase/index.html b/templates/leadscoring/dase/index.html index fe08378..82a9b74 100644 --- a/templates/leadscoring/dase/index.html +++ b/templates/leadscoring/dase/index.html @@ -502,7 +502,7 @@ <span class="o">)</span> <span class="k">extends</span> <span class="nc">Serializable</span> <span class="o">{</span> <span class="o">...</span> <span class="o">}</span> -</pre></td></tr></tbody></table> </div> <h3 id='predict(...)' class='header-anchors'>predict(...)</h3><p><code>predict</code> is called when you send a JSON query to <a href="http://localhost:8000/queries.json";>http://localhost:8000/queries.json</a>. PredictionIO converts the query, such as '{ "landingPageId" : "example.com/page9", "referrerId" : "referrer10.com", "browser": "Firefox" }' to the <code>Query</code> class you defined previously in <code>Engine.scala</code>.</p><p>The <code>predict()</code> function does the following:</p> <ol> <li>convert the Query to the required feature vector input</li> <li>use the <code>RandomForestModel</code> to predict the probabilty of conversion given this feature.</li> </ol> <div class="highlight scala"><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> <h3 id='predict(...)' class='header-anchors'>predict(...)</h3><p><code>predict</code> is called when you send a JSON query to <a href="http://localhost:8000/queries.json";>http://localhost:8000/queries.json</a>. PredictionIO converts the query, such as '{ "landingPageId" : "example.com/page9", "referrerId" : "referrer10.com", "browser": "Firefox" }' to the <code>Query</code> class you defined previously in <code>Engine.scala</code>.</p><p>The <code>predict()</code> function does the following:</p> <ol> <li>convert the Query to the required feature vector input</li> <li>use the <code>RandomForestModel</code> to predict the probability of conversion given this feature.</li> </ol> <div class="highlight scala"><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/predictionio-site/blob/c17b9607/templates/leadscoring/quickstart/index.html ---------------------------------------------------------------------- diff --git a/templates/leadscoring/quickstart/index.html b/templates/leadscoring/quickstart/index.html index e5547d6..71af543 100644 --- a/templates/leadscoring/quickstart/index.html +++ b/templates/leadscoring/quickstart/index.html @@ -32,7 +32,7 @@ Your system is all ready to go. <span class="o">[</span>INFO] <span class="o">[</span>App<span class="nv">$]</span> MyApp1 | 1 | 3mZWDzci2D5YsqAnqNnXH9SB6Rg3dsTBs8iHkK6X2i54IQsIZI1eEeQQyMfs7b3F | <span class="o">(</span>all<span class="o">)</span> <span class="o">[</span>INFO] <span class="o">[</span>App<span class="nv">$]</span> MyApp2 | 2 | io5lz6Eg4m3Xe4JZTBFE13GMAf1dhFl6ZteuJfrO84XpdOz9wRCrDU44EUaYuXq5 | <span class="o">(</span>all<span class="o">)</span> <span class="o">[</span>INFO] <span class="o">[</span>App<span class="nv">$]</span> Finished listing 2 app<span class="o">(</span>s<span class="o">)</span>. -</pre></td></tr></tbody></table> </div> <p><a href="#"></a></p> <h2 id='4.-collecting-data' class='header-anchors'>4. Collecting Data</h2><p>Next, let's collect training data for this Engine. By default, Lead Scoring Engine Template supports the following entities: <strong>user</strong>, <strong>page</strong>, and <strong>item</strong>. An user views a page, and buys an item.</p><p>Note that a "sessionId" property is required to indicate these events happen in the same session. In the first visit of a user, you should specify the optional "referrral ID" and "browser" information. These are used to determine where the user comes from and the browser information.</p><p>In summary, this template requires user-view-page event and user-buy-item events with the session ID, referrer ID and browser properties.</p> <p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more details how to integrate your app with SDK.</p><p>Let'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 an user with ID u0 views a URL page "example.com/page0" on time <code>2014-11-02T09:39:45.618-08:00</code>, with session ID "akdj230fj8ass" (current time will be used if eventTime is not specified) you can send the event to Event Server. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-cbf7b816-3b4d-4a86- 95c5-672e4e2060be">REST API</a></li> <li data-lang="python"><a href="#tab-b2929e82-ac88-46ca-9a34-3ff601ebde07">Python SDK</a></li> <li data-lang="php"><a href="#tab-18d9fe85-5a1a-4ea4-9bd3-2ef23c38720a">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-5cbcc8a3-26c5-4846-add3-a6a940aa0392">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-0e6359d3-2946-41e0-bb28-4549faa57268">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-cbf7b816-3b4d-4a86-95c5-672e4e2060be"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</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, Lead Scoring Engine Template supports the following entities: <strong>user</strong>, <strong>page</strong>, and <strong>item</strong>. An user views a page, and buys an item.</p><p>Note that a "sessionId" property is required to indicate these events happen in the same session. In the first visit of a user, you should specify the optional "referrral ID" and "browser" information. These are used to determine where the user comes from and the browser information.</p><p>In summary, this template requires user-view-page event and user-buy-item events with the session ID, referrer ID and browser properties.</p> <p>You can send these events to PredictionIO Event Server in real-time easily by making a HTTP request or through the provided SDK. Please see <a href="/appintegration/">App Integration Overview</a> for more details how to integrate your app with SDK.</p><p>Let'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 an user with ID u0 views a URL page "example.com/page0" on time <code>2014-11-02T09:39:45.618-08:00</code>, with session ID "akdj230fj8ass" (current time will be used if eventTime is not specified) you can send the event to Event Server. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-14c582b7-b262-43e7- 836a-00f806401caf">REST API</a></li> <li data-lang="python"><a href="#tab-8e541974-58a2-4e9f-b93f-d20dd3959016">Python SDK</a></li> <li data-lang="php"><a href="#tab-6b20f576-b6ea-45e9-aa6f-0fd027189aca">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-057a96f1-11ba-45b4-b093-9b8d923f4c64">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-25420348-2759-4ef9-8517-9f8a94a47f17">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-14c582b7-b262-43e7-836a-00f806401caf"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -61,7 +61,7 @@ Your system is all ready to go. } "eventTime" : "2014-11-02T09:39:45.618-08:00" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-b2929e82-ac88-46ca-9a34-3ff601ebde07"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-8e541974-58a2-4e9f-b93f-d20dd3959016"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -106,7 +106,7 @@ Your system is all ready to go. <span class="s">"browser"</span><span class="p">:</span> <span class="o"><</span><span class="n">BROWSER</span><span class="o">></span> <span class="c"># optinal. but should specify this if you have this information when user views the landing page</span> <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-18d9fe85-5a1a-4ea4-9bd3-2ef23c38720a"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-6b20f576-b6ea-45e9-aa6f-0fd027189aca"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -145,7 +145,7 @@ Your system is all ready to go. <span class="p">)</span> <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-5cbcc8a3-26c5-4846-add3-a6a940aa0392"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-057a96f1-11ba-45b4-b093-9b8d923f4c64"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -178,7 +178,7 @@ Your system is all ready to go. <span class="p">}</span> <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-0e6359d3-2946-41e0-bb28-4549faa57268"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-25420348-2759-4ef9-8517-9f8a94a47f17"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -213,7 +213,7 @@ Your system is all ready to go. <span class="o">.</span><span class="na">property</span><span class="o">(</span><span class="s">"referrerId"</span><span class="o">,</span> <span class="s">"<REFERRER ID>"</span><span class="o">)</span> <span class="o">.</span><span class="na">property</span><span class="o">(</span><span class="s">"browser"</span><span class="o">,</span> <span class="s">"<BROWSER>"</span><span class="o">);</span> <span class="n">client</span><span class="o">.</span><span class="na">createEvent</span><span class="o">(</span><span class="n">viewEvent</span><span class="o">);</span> -</pre></td> </tr></tbody></table> </div> </div> </div> <p>In the same browing session "akdj230fj8ass", the user with ID u0 buys an item i0 on time <code>2014-11-02T09:42:00.123-08:00</code> (current time will be used if eventTime is not specified), you can send the following buy event. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-72a923c3-a719-4a2b-9b31-ba8f0330e0fe">REST API</a></li> <li data-lang="python"><a href="#tab-b678ed41-65ab-47e6-9a21-0025bfd35188">Python SDK</a></li> <li data-lang="php"><a href="#tab-7d407bcf-5fcd-4968-8eeb-706c0e17ce97">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-dee15d84-eeef-481f-9f9c-c3c685894bc2">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-96e529b0-f8e3-472f-af1d-9d306dfdfe08">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-72a923c3-a719-4a2b-9b31-ba8f0330e0fe"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> </div> <p>In the same browing session "akdj230fj8ass", the user with ID u0 buys an item i0 on time <code>2014-11-02T09:42:00.123-08:00</code> (current time will be used if eventTime is not specified), you can send the following buy event. Run the following <code>curl</code> command:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-cb47abb3-b615-4373-a6a3-ef407bd4b45a">REST API</a></li> <li data-lang="python"><a href="#tab-6ddef848-3194-4f79-acb2-8d3b70f1709c">Python SDK</a></li> <li data-lang="php"><a href="#tab-4cfeccd3-4084-486d-9de9-20069e4e518a">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-751865ed-21aa-4954-bd15-93dc7c051c90">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-5c91bca4-fb9b-4bda-a278-fab34941e03c">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-cb47abb3-b615-4373-a6a3-ef407bd4b45a"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -238,7 +238,7 @@ Your system is all ready to go. } "eventTime" : "2014-11-02T09:42:00.123-08:00" }'</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-b678ed41-65ab-47e6-9a21-0025bfd35188"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-6ddef848-3194-4f79-acb2-8d3b70f1709c"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -261,7 +261,7 @@ Your system is all ready to go. <span class="s">"sessionId"</span><span class="p">:</span> <span class="o"><</span><span class="n">SESSION</span> <span class="n">ID</span><span class="o">></span><span class="p">,</span> <span class="c"># required</span> <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-7d407bcf-5fcd-4968-8eeb-706c0e17ce97"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-4cfeccd3-4084-486d-9de9-20069e4e518a"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -288,7 +288,7 @@ Your system is all ready to go. <span class="p">));</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-dee15d84-eeef-481f-9f9c-c3c685894bc2"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-751865ed-21aa-4954-bd15-93dc7c051c90"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -311,7 +311,7 @@ Your system is all ready to go. <span class="p">}</span> <span class="p">}</span> <span class="p">)</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-96e529b0-f8e3-472f-af1d-9d306dfdfe08"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-5c91bca4-fb9b-4bda-a278-fab34941e03c"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -371,7 +371,7 @@ User u5 buys item i5 </pre></td></tr></tbody></table> </div> <p>When the engine is deployed successfully and running, you should see a console message similar to the following:</p><div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1 2</pre></td><td class="code"><pre><span class="o">[</span>INFO] <span class="o">[</span>HttpListener] Bound to /0.0.0.0:8000 <span class="o">[</span>INFO] <span class="o">[</span>MasterActor] Bind successful. Ready to serve. -</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine process.</p><p>By default, the deployed engine binds to <a href="http://localhost:8000";><a href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that page in your web browser to check its status.</p><p><img alt="Engine Status" src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve the results. When a user lands on your page "example.com/page9", with referrer "referrer10.com" and browser "Firefox", you can get the predicted lead score by sending this JSON '{ "landingPageId" : "example.com/page9", "referrerId" : "referrer10.com", "browser": "Firefox" }' to the deployed engine. The engine will return a JSON with the score.</p><p>Simply send a query by making a HTTP request or through the <code>EngineClient </code> of an SDK.</p><p>With the deployed engine running, open another terminal and run the following <code>curl</code> command or use SDK to send the query:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-e2bee48b-cb6c-4cd1-88ec-7c68cba62e2f">REST API</a></li> <li data-lang="python"><a href="#tab-7413c697-17c1-4541-86f5-53bc4ce565c9">Python SDK</a></li> <li data-lang="php"><a href="#tab-072fbc02-c876-4a21-ad48-9c7464a66d52">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-75b04e26-6e57-4155-ac98-5e13fb07ebab">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-09de1d9d-1968-4b96-80c0-9bdfb9f437ef">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-e2bee48b-cb6c-4cd1-88ec-7c68cba62e2f"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td></tr></tbody></table> </div> <p>Do not kill the deployed engine process.</p><p>By default, the deployed engine binds to <a href="http://localhost:8000";><a href="http://localhost:8000";>http://localhost:8000</a></a>. You can visit that page in your web browser to check its status.</p><p><img alt="Engine Status" src="/images/engine-server-3246414b.png"/></p></p><h2 id='6.-use-the-engine' class='header-anchors'>6. Use the Engine</h2><p>Now, You can retrieve the results. When a user lands on your page "example.com/page9", with referrer "referrer10.com" and browser "Firefox", you can get the predicted lead score by sending this JSON '{ "landingPageId" : "example.com/page9", "referrerId" : "referrer10.com", "browser": "Firefox" }' to the deployed engine. The engine will return a JSON with the score.</p><p>Simply send a query by making a HTTP request or through the <code>EngineClient </code> of an SDK.</p><p>With the deployed engine running, open another terminal and run the following <code>curl</code> command or use SDK to send the query:</p><div class="tabs"> <ul class="control"> <li data-lang="json"><a href="#tab-eba9342b-53c0-4864-b47f-202478b6e7c8">REST API</a></li> <li data-lang="python"><a href="#tab-13b07a2e-b1a6-4f5d-b1ce-cd327a2883f4">Python SDK</a></li> <li data-lang="php"><a href="#tab-2bc2e3d8-ddb5-4638-b5b1-e9475a3b98ba">PHP SDK</a></li> <li data-lang="ruby"><a href="#tab-06931954-c1a9-420e-9d20-e3619da036ba">Ruby SDK</a></li> <li data-lang="java"><a href="#tab-7e3dec72-3c5c-4316-a41f-c30ca6d03b08">Java SDK</a></li> </ul> <div data-tab="REST API" data-lang="json" id="tab-eba9342b-53c0-4864-b47f-202478b6e7c8"> <div class="highlight shell"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -384,7 +384,7 @@ User u5 buys item i5 "browser": "Firefox" }'</span> <span class="se">\</span> http://localhost:8000/queries.json -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-7413c697-17c1-4541-86f5-53bc4ce565c9"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Python SDK" data-lang="python" id="tab-13b07a2e-b1a6-4f5d-b1ce-cd327a2883f4"> <div class="highlight python"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -397,7 +397,7 @@ http://localhost:8000/queries.json <span class="s">"referrerId"</span> <span class="p">:</span> <span class="s">"referrer10.com"</span><span class="p">,</span> <span class="s">"browser"</span><span class="p">:</span> <span class="s">"Firefox"</span> <span class="p">})</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-072fbc02-c876-4a21-ad48-9c7464a66d52"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="PHP SDK" data-lang="php" id="tab-2bc2e3d8-ddb5-4638-b5b1-e9475a3b98ba"> <div class="highlight php"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -426,7 +426,7 @@ http://localhost:8000/queries.json <span class="nb">print_r</span><span class="p">(</span><span class="nv">$response</span><span class="p">);</span> <span class="cp">?></span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-75b04e26-6e57-4155-ac98-5e13fb07ebab"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Ruby SDK" data-lang="ruby" id="tab-06931954-c1a9-420e-9d20-e3619da036ba"> <div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 2 3 4 @@ -447,7 +447,7 @@ http://localhost:8000/queries.json <span class="p">)</span> <span class="nb">puts</span> <span class="n">response</span> -</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-09de1d9d-1968-4b96-80c0-9bdfb9f437ef"> <div class="highlight java"> <table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre class="lineno">1 +</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Java SDK" data-lang="java" id="tab-7e3dec72-3c5c-4316-a41f-c30ca6d03b08"> <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
