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Posted to commits@kylin.apache.org by li...@apache.org on 2018/05/17 14:04:33 UTC
svn commit: r1831784 [2/2] - in /kylin/site: ./ cn/docs23/ cn/docs23/howto/
cn/docs23/install/ cn/docs23/tutorial/ docs23/ docs23/gettingstarted/
docs23/howto/ docs23/install/ docs23/tutorial/
Modified: kylin/site/docs23/tutorial/create_cube.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/create_cube.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/create_cube.html (original)
+++ kylin/site/docs23/tutorial/create_cube.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/cube_build_job.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/cube_build_job.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/cube_build_job.html (original)
+++ kylin/site/docs23/tutorial/cube_build_job.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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@@ -1420,6 +1422,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/cube_build_performance.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/cube_build_performance.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/cube_build_performance.html (original)
+++ kylin/site/docs23/tutorial/cube_build_performance.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/cube_spark.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/cube_spark.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/cube_spark.html (original)
+++ kylin/site/docs23/tutorial/cube_spark.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/flink.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/flink.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/flink.html (original)
+++ kylin/site/docs23/tutorial/flink.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/hue.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/hue.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/hue.html (original)
+++ kylin/site/docs23/tutorial/hue.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/kylin_client_tool.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/kylin_client_tool.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/kylin_client_tool.html (original)
+++ kylin/site/docs23/tutorial/kylin_client_tool.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/kylin_sample.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/kylin_sample.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/kylin_sample.html (original)
+++ kylin/site/docs23/tutorial/kylin_sample.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
@@ -2656,6 +2662,8 @@
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
@@ -3058,6 +3066,8 @@
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/microstrategy.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/microstrategy.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/microstrategy.html (original)
+++ kylin/site/docs23/tutorial/microstrategy.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
@@ -2656,6 +2662,8 @@
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
@@ -3058,6 +3066,8 @@
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/odbc.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/odbc.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/odbc.html (original)
+++ kylin/site/docs23/tutorial/odbc.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
+
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Modified: kylin/site/docs23/tutorial/powerbi.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/powerbi.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/powerbi.html (original)
+++ kylin/site/docs23/tutorial/powerbi.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
+
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@@ -2506,6 +2510,8 @@
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@@ -2656,6 +2662,8 @@
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@@ -3058,6 +3066,8 @@
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+
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Modified: kylin/site/docs23/tutorial/project_level_acl.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/project_level_acl.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/project_level_acl.html (original)
+++ kylin/site/docs23/tutorial/project_level_acl.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
+
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@@ -2506,6 +2510,8 @@
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@@ -2656,6 +2662,8 @@
+
+
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@@ -3058,6 +3066,8 @@
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Modified: kylin/site/docs23/tutorial/query_pushdown.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/query_pushdown.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/query_pushdown.html (original)
+++ kylin/site/docs23/tutorial/query_pushdown.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
+
+
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@@ -2506,6 +2510,8 @@
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@@ -2656,6 +2662,8 @@
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@@ -3058,6 +3066,8 @@
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Added: kylin/site/docs23/tutorial/spark.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/spark.html?rev=1831784&view=auto
==============================================================================
--- kylin/site/docs23/tutorial/spark.html (added)
+++ kylin/site/docs23/tutorial/spark.html Thu May 17 14:04:33 2018
@@ -0,0 +1,4597 @@
+<!--
+* Licensed to the Apache Software Foundation (ASF) under one
+* or more contributor license agreements. See the NOTICE file
+* distributed with this work for additional information
+* regarding copyright ownership. The ASF licenses this file
+* to you under the Apache License, Version 2.0 (the
+* "License"); you may not use this file except in compliance
+* with the License. You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+-->
+
+<!doctype html>
+<html>
+ <!--
+* Licensed to the Apache Software Foundation (ASF) under one
+* or more contributor license agreements. See the NOTICE file
+* distributed with this work for additional information
+* regarding copyright ownership. The ASF licenses this file
+* to you under the Apache License, Version 2.0 (the
+* "License"); you may not use this file except in compliance
+* with the License. You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+-->
+
+<head>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="IE=edge">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+
+ <title>Apache Kylin | Apache Spark</title>
+ <meta name="description" content="Apache Kylin Home">
+ <meta name="author" content="Apache Kylin">
+ <link rel="shortcut icon" href="fav.png" type="image/png">
+
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+<link rel="stylesheet" href="/assets/css/animate.css">
+<!-- Bootstrap -->
+<link rel="stylesheet" href="/assets/css/bootstrap.min.css">
+
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+<!-- <link rel="stylesheet" href="http://fonts.googleapis.com/css?family=Alice|Open+Sans:400,300,700"> -->
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+<link rel="stylesheet" href="/assets/css/font-awesome.min.css">
+
+ <!-- Custom styles -->
+ <link rel="stylesheet" href="/assets/css/styles.css">
+ <link rel="stylesheet" href="/assets/css/docs.css">
+ <link rel="stylesheet" href="/assets/css/pygments.css">
+
+ <link rel="canonical" href="http://kylin.apache.org/docs23/tutorial/spark.html">
+ <link rel="alternate" type="application/rss+xml" title="Apache Kylin" href="http://kylin.apache.org/feed.xml" />
+
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+<script>
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+ })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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+ ga('create', 'UA-55534813-1', 'auto');
+ //new tracker for kylin.apache.org
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+
+ ga('send', 'pageview');
+ ga('toplevel.send', 'pageview');
+
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+</script>
+<script type="text/javascript" src="/assets/js/jquery-1.9.1.min.js"></script>
+<script type="text/javascript" src="/assets/js/nside.js"></script> </script>
+<script type="text/javascript" src="/assets/js/nnav.js"></script> </script>
+</head>
+
+ <body>
+ <!--
+* Licensed to the Apache Software Foundation (ASF) under one
+* or more contributor license agreements. See the NOTICE file
+* distributed with this work for additional information
+* regarding copyright ownership. The ASF licenses this file
+* to you under the Apache License, Version 2.0 (the
+* "License"); you may not use this file except in compliance
+* with the License. You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+-->
+
+<header id="header" >
+
+ <div id="head" class="parallax" parallax-speed="3" >
+ <div id="logo" class="text-center"> <img class="img-circle" id="circlelogo" src="/assets/images/kylin_logo.jpg"> <span class="title" >Apache Kylinâ¢</span> <span class="tagline">Extreme OLAP Engine for Big Data</span>
+ </div>
+ <div class="text-center" style="
+ position: relative;
+ top: 66px;
+ width: 1080px;
+ margin: 0 auto;
+ z-index: 11;
+ margin-top: -253px;
+ text-align: right;"
+ >
+ <a href="http://apache.org/foundation/contributing.html" title="Support Apache" style="margin-left: 150px;">
+ <img src="https://www.apache.org/images/SupportApache-small.png" style="height: 150px; width: 150px;">
+ </a>
+ </div>
+ </div>
+
+
+ <!-- Main Menu -->
+ <nav class="navbar navbar-default" role="navigation" id="nav-wrapper">
+ <div class="container-fluid" id="nav">
+ <!--
+ <img class="img-circle" width="40px" height="40px" id="circlelogo" src="/assets/images/kylin_logo.jpg">
+ -->
+ <!-- Brand and toggle get grouped for better mobile display -->
+ <div class="navbar-header">
+ <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">
+ <span class="sr-only">Toggle navigation</span>
+ <span class="icon-bar"></span>
+ <span class="icon-bar"></span>
+ <span class="icon-bar"></span>
+ </button>
+
+ </div>
+
+ <!-- Collect the nav links, forms, and other content for toggling -->
+ <div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
+ <ul class="nav navbar-nav">
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+ <li><a href="/docs23" >Docs</a></li>
+ <li><a href="/download">Download</li>
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+ <li><a href="/blog">Blog</li>
+ <li><a href="/cn" >ä¸æç</a></li>
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+ <li><a href="https://www.facebook.com/kylinio" target="_blank" class="fa fa-facebook fa-lg" title="Facebook: kylin.io" ></a></li>
+ </ul>
+ </div><!-- /.navbar-collapse -->
+ </div><!-- /.container-fluid -->
+</nav>
+ </header>
+
+
+ <div class="container">
+ <div class="row">
+ <!--
+* Licensed to the Apache Software Foundation (ASF) under one
+* or more contributor license agreements. See the NOTICE file
+* distributed with this work for additional information
+* regarding copyright ownership. The ASF licenses this file
+* to you under the Apache License, Version 2.0 (the
+* "License"); you may not use this file except in compliance
+* with the License. You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+-->
+
+<div class="col-md-3 col-lg-3 col-xs-4 aside1 visible-md visible-lg" id="nside1" style=" padding-top: 2em">
+ <ul class="nav nav-pills nav-stacked">
+
+ <li><a href="#titleGetting Started" data-toggle="collapse" id="navtitle">Getting Started</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
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+
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+ </div>
+</div>
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+ <li><a href="#titleInstallation" data-toggle="collapse" id="navtitle">Installation</a></li>
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+ <li><a href="/docs23/install/kylin_cluster.html" class="list-group-item-lay pjaxlink" id="navlist">Deploy in Cluster Mode</a></li>
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+ <li><a href="/docs23/install/advance_settings.html" class="list-group-item-lay pjaxlink" id="navlist">Advanced Settings</a></li>
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+ <li><a href="/docs23/install/kylin_docker.html" class="list-group-item-lay pjaxlink" id="navlist">Run Kylin with Docker</a></li>
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+ <li><a href="/docs23/install/kylin_aws_emr.html" class="list-group-item-lay pjaxlink" id="navlist">Install Kylin on AWS EMR</a></li>
+
+
+
+
+
+
+
+
+ <ul>
+ </div>
+</div>
+
+ <li><a href="#titleTutorial" data-toggle="collapse" id="navtitle">Tutorial</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
+ <ul style="list-style-type:disc">
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+ <li><a href="/docs23/tutorial/kylin_sample.html" class="list-group-item-lay pjaxlink" id="navlist">Quick Start with Sample Cube</a></li>
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+ <li><a href="/docs23/tutorial/create_cube.html" class="list-group-item-lay pjaxlink" id="navlist">Cube Wizard</a></li>
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+ <li><a href="/docs23/tutorial/cube_build_job.html" class="list-group-item-lay pjaxlink" id="navlist">Cube Build and Job Monitoring</a></li>
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+ <li><a href="/docs23/tutorial/acl.html" class="list-group-item-lay pjaxlink" id="navlist">Cube Permission (v2.1.x)</a></li>
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+ <li><a href="/docs23/tutorial/project_level_acl.html" class="list-group-item-lay pjaxlink" id="navlist">Project Level ACL</a></li>
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+ <li><a href="/docs23/tutorial/cube_spark.html" class="list-group-item-lay pjaxlink" id="navlist">Build Cube with Spark</a></li>
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+ <li><a href="/docs23/tutorial/cube_build_performance.html" class="list-group-item-lay pjaxlink" id="navlist">Cube Build Tuning</a></li>
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+ <li><a href="/docs23/tutorial/kylin_client_tool.html" class="list-group-item-lay pjaxlink" id="navlist">Kylin Python Client Library</a></li>
+
+
+
+
+
+
+
+
+ <ul>
+ </div>
+</div>
+
+ <li><a href="#titleIntegration" data-toggle="collapse" id="navtitle">Integration</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
+ <ul style="list-style-type:disc">
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+ <li><a href="/docs23/tutorial/odbc.html" class="list-group-item-lay pjaxlink" id="navlist">Kylin ODBC Driver</a></li>
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+ <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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+ <li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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+ <li><a href="/docs23/tutorial/powerbi.html" class="list-group-item-lay pjaxlink" id="navlist">MS Excel and Power BI</a></li>
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+ <li><a href="/docs23/tutorial/microstrategy.html" class="list-group-item-lay pjaxlink" id="navlist">MicroStrategy</a></li>
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+
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+
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+ <ul>
+ </div>
+</div>
+
+
+ </ul>
+</div>
+
+ <div class="col-md-9 col-lg-9 col-xs-14 aside2">
+ <div id="container">
+ <div id="pjax">
+ <h1 class="post-title">Apache Spark</h1>
+
+
+ <article class="post-content" >
+ <h3 id="introduction">Introduction</h3>
+
+<p>Kylin provides JDBC driver to query the Cube data. Spark can query SQL databases using JDBC driver. With this, you can query Kylinâs Cube from Spark and then do the analysis.</p>
+
+<p>But, Kylin is an OLAP system, it is not a real database: Kylin only has aggregated data, no raw data. If you simply load the source table into Spark as a data frame, some operations like âcountâ might be wrong if you expect to count the raw data.</p>
+
+<p>Besides, the Cube data can be very huge which is different with normal database.</p>
+
+<p>This document describes how to use Kylin as a data source in Apache Spark. You need install Kylin and build a Cube as the prerequisite.</p>
+
+<h3 id="the-wrong-application">The wrong application</h3>
+
+<p>The below Python application tries to load Kylinâs table as a data frame, and then expect to get the total row count with âdf.count()â, but the result is incorrect.</p>
+
+<div class="highlight"><pre><code class="language-groff" data-lang="groff">#!/usr/bin/env python
+
+import os
+import sys
+import traceback
+import time
+import subprocess
+import json
+import re
+
+os.environ["SPARK_HOME"] = "/usr/local/spark/"
+sys.path.append(os.environ["SPARK_HOME"]+"/python")
+
+from pyspark import SparkConf, SparkContext
+from pyspark.sql import SQLContext
+
+from pyspark.sql.functions import *
+from pyspark.sql.types import *
+
+jars = ["kylin-jdbc-2.3.1.jar", "jersey-client-1.9.jar", "jersey-core-1.9.jar"]
+
+class Kap(object):
+ def __init__(self):
+ print 'initializing Spark context ...'
+ sys.stdout.flush()
+
+ conf = SparkConf()
+ conf.setMaster('yarn')
+ conf.setAppName('kap test')
+
+ wdir = os.path.dirname(os.path.realpath(__file__))
+ jars_with_path = ','.join([wdir + '/' + x for x in jars])
+
+ conf.set("spark.jars", jars_with_path)
+ conf.set("spark.yarn.archive", "hdfs://sandbox.hortonworks.com:8020/kylin/spark/spark-libs.jar")
+ conf.set("spark.driver.extraClassPath", jars_with_path.replace(",",":"))
+
+ self.sc = SparkContext(conf=conf)
+ self.sqlContext = SQLContext(self.sc)
+ print 'Spark context is initialized'
+
+ self.df = self.sqlContext.read.format('jdbc').options(
+ url='jdbc:kylin://sandbox:7070/default',
+ user='ADMIN', password='KYLIN',
+ dbtable='test_kylin_fact', driver='org.apache.kylin.jdbc.Driver').load()
+
+ self.df.registerTempTable("loltab")
+ print self.df.count()
+
+ def sql(self, cmd, result_tab_name='tmptable'):
+ df = self.sqlContext.sql(cmd)
+ if df is not None:
+ df.registerTempTable(result_tab_name)
+ return df
+
+ def stop(self):
+ self.sc.stop()
+
+kap = Kap()
+try:
+ df = kap.sql(r"select count(*) from loltab")
+ df.show(truncate=False)
+except:
+ pass
+finally:
+ kap.stop()</code></pre></div>
+
+<p>The output is:</p>
+
+<div class="highlight"><pre><code class="language-groff" data-lang="groff">Spark context is initialized
+132
++--------+
+|count(1)|
++--------+
+|132 |
++--------+</code></pre></div>
+
+<p>The result â132â here is not the total count of the origin table. The reason is that, Spark sends âselect * from â query to Kylin, Kylin doesnât have the raw data, but will answer the query with aggregated data in the base Cuboid. The â132â is the row number of the base Cuboid, not source data.</p>
+
+<h3 id="the-right-code">The right code</h3>
+
+<p>The right behavior is to push down the aggregation to Kylin, so that the Cube can be leveraged. Below is the correct code:</p>
+
+<div class="highlight"><pre><code class="language-groff" data-lang="groff">#!/usr/bin/env python
+
+import os
+import sys
+import json
+
+os.environ["SPARK_HOME"] = "/usr/local/spark/"
+sys.path.append(os.environ["SPARK_HOME"]+"/python")
+
+from pyspark import SparkConf, SparkContext
+from pyspark.sql import SQLContext
+
+from pyspark.sql.functions import *
+from pyspark.sql.types import *
+
+jars = ["kylin-jdbc-2.3.1.jar", "jersey-client-1.9.jar", "jersey-core-1.9.jar"]
+
+
+def demo():
+ # step 1: init
+ print 'initializing ...',
+ conf = SparkConf()
+ conf.setMaster('yarn')
+ conf.setAppName('jdbc example')
+
+ wdir = os.path.dirname(os.path.realpath(__file__))
+ jars_with_path = ','.join([wdir + '/' + x for x in jars])
+
+ conf.set("spark.jars", jars_with_path)
+ conf.set("spark.yarn.archive", "hdfs://sandbox.hortonworks.com:8020/kylin/spark/spark-libs.jar")
+
+ conf.set("spark.driver.extraClassPath", jars_with_path.replace(",",":"))
+
+ sc = SparkContext(conf=conf)
+ sql_ctx = SQLContext(sc)
+ print 'done'
+
+ url='jdbc:kylin://sandbox:7070/default'
+ tab_name = '(select count(*) as total from test_kylin_fact) the_alias'
+
+ # step 2: initiate the sql
+ df = sql_ctx.read.format('jdbc').options(
+ url=url, user='ADMIN', password='KYLIN',
+ driver='org.apache.kylin.jdbc.Driver',
+ dbtable=tab_name).load()
+
+ # many ways to obtain the results
+ df.show()
+
+ print "df.count()", df.count() # must be 1, as there is only one row
+
+ for record in df.toJSON().collect():
+ # this loop has only one iteration
+ # reach record is a string; need to be decoded to JSON
+ print 'the total column: ', json.loads(record)['TOTAL']
+
+ sc.stop()
+
+demo()</code></pre></div>
+
+<p>Here is the output, which is expected:</p>
+
+<div class="highlight"><pre><code class="language-groff" data-lang="groff">initializing ... done
++-----+
+|TOTAL|
++-----+
+| 2000|
++-----+
+
+df.count() 1
+the total column: 2000</code></pre></div>
+
+<p>Thanks for the input and sample code from Shuxin Yang (shuxinyang.oss@gmail.com).</p>
+
+ </article>
+ </div>
+ </div>
+ </div>
+ </div>
+ </div>
+ <!--
+* Licensed to the Apache Software Foundation (ASF) under one
+* or more contributor license agreements. See the NOTICE file
+* distributed with this work for additional information
+* regarding copyright ownership. The ASF licenses this file
+* to you under the Apache License, Version 2.0 (the
+* "License"); you may not use this file except in compliance
+* with the License. You may obtain a copy of the License at
+*
+* http://www.apache.org/licenses/LICENSE-2.0
+*
+* Unless required by applicable law or agreed to in writing, software
+* distributed under the License is distributed on an "AS IS" BASIS,
+* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+* See the License for the specific language governing permissions and
+* limitations under the License.
+-->
+
+<footer id="underfooter">
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Modified: kylin/site/docs23/tutorial/squirrel.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/squirrel.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/squirrel.html (original)
+++ kylin/site/docs23/tutorial/squirrel.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/tableau.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/tableau.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/tableau.html (original)
+++ kylin/site/docs23/tutorial/tableau.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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@@ -1420,6 +1422,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
@@ -3058,6 +3066,8 @@
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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+ <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay pjaxlink" id="navlist">Apache Spark</a></li>
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Modified: kylin/site/docs23/tutorial/tableau_91.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/tableau_91.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/tableau_91.html (original)
+++ kylin/site/docs23/tutorial/tableau_91.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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@@ -1420,6 +1422,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
@@ -2656,6 +2662,8 @@
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
@@ -3058,6 +3066,8 @@
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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Modified: kylin/site/docs23/tutorial/web.html
URL: http://svn.apache.org/viewvc/kylin/site/docs23/tutorial/web.html?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/docs23/tutorial/web.html (original)
+++ kylin/site/docs23/tutorial/web.html Thu May 17 14:04:33 2018
@@ -792,6 +792,8 @@
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@@ -1420,6 +1422,8 @@
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<li><a href="/docs23/tutorial/web.html" class="list-group-item-lay pjaxlink" id="navlist">Web Interface</a></li>
@@ -2506,6 +2510,8 @@
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<li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 8</a></li>
@@ -2656,6 +2662,8 @@
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<li><a href="/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>
@@ -3058,6 +3066,8 @@
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<li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay pjaxlink" id="navlist">SQuirreL</a></li>
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Modified: kylin/site/feed.xml
URL: http://svn.apache.org/viewvc/kylin/site/feed.xml?rev=1831784&r1=1831783&r2=1831784&view=diff
==============================================================================
--- kylin/site/feed.xml (original)
+++ kylin/site/feed.xml Thu May 17 14:04:33 2018
@@ -19,8 +19,8 @@
<description>Apache Kylin Home</description>
<link>http://kylin.apache.org/</link>
<atom:link href="http://kylin.apache.org/feed.xml" rel="self" type="application/rss+xml"/>
- <pubDate>Wed, 09 May 2018 06:59:15 -0700</pubDate>
- <lastBuildDate>Wed, 09 May 2018 06:59:15 -0700</lastBuildDate>
+ <pubDate>Thu, 17 May 2018 06:59:24 -0700</pubDate>
+ <lastBuildDate>Thu, 17 May 2018 06:59:24 -0700</lastBuildDate>
<generator>Jekyll v2.5.3</generator>
<item>