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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+  
 
 
 
@@ -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 @@
     
   
     
+  
+    
       <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>      
+      
+
+
 
   
       

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>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+    
+  
+    
+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
+
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+    
+  
+    
+  
+    
+  
+    
+  
+    
+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
+
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+  
+    
+  
+    
+  
+    
+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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">
+
+
+
+<link rel="stylesheet" href="/assets/css/animate.css">
+<!-- Bootstrap -->
+<link rel="stylesheet" href="/assets/css/bootstrap.min.css">
+
+<!-- Fonts -->
+<!-- <link rel="stylesheet" 
href="http://fonts.googleapis.com/css?family=Alice|Open+Sans:400,300,700"> -->
+
+<!-- Icons -->
+<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"; />
+
+<!--[if lt IE 9]> <script src="assets/js/html5shiv.js"></script> <![endif]-->
+<script>
+  (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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Date();a=s.createElement(o),
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
+  })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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+  ga('create', 'UA-55534813-1', 'auto');
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+  ga('create', 'UA-55534813-2', 'auto', {'name':'toplevel'});
+
+  ga('send', 'pageview');
+  ga('toplevel.send', 'pageview');
+
+
+</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 Kylin™</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;
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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>      
+      
+
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+
+        <ul>
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+</div>
+    
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Cube</a></li>      
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pjaxlink" id="navlist">Web Interface</a></li>      
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+      <li><a href="/docs23/tutorial/acl.html" class="list-group-item-lay 
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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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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>      
+      
+
+
+
+
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+
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+        <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">
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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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+      <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/flink.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Flink</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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+      <li><a href="/docs23/tutorial/hue.html" class="list-group-item-lay 
pjaxlink" id="navlist">Hue</a></li>      
+      
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+      <li><a href="/docs23/tutorial/Qlik.html" class="list-group-item-lay 
pjaxlink" id="navlist">Qlik Sense</a></li>      
+      
+
+
+
+
+
+
+
+        <ul>
+  </div>
+</div>
+    
+    <li><a href="#titleHow To" data-toggle="collapse" id="navtitle">How 
To</a></li>
+    <div class="collapse in">
+       <div class="list-group" id="list1">
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+      <li><a href="/docs23/howto/howto_use_restapi.html" 
class="list-group-item-lay pjaxlink" id="navlist">Use RESTful API</a></li>      
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+      <li><a href="/docs23/howto/howto_optimize_cubes.html" 
class="list-group-item-lay pjaxlink" id="navlist">Optimize Cube Design</a></li> 
     
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class="list-group-item-lay pjaxlink" id="navlist">Optimize Cube Build</a></li>  
    
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class="list-group-item-lay pjaxlink" id="navlist">Backup Metadata</a></li>      
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class="list-group-item-lay pjaxlink" id="navlist">Cleanup Storage</a></li>      
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class="list-group-item-lay pjaxlink" id="navlist">Upgrade From Old 
Versions</a></li>      
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+      <li><a href="/docs23/howto/howto_ldap_and_sso.html" 
class="list-group-item-lay pjaxlink" id="navlist">Secure with LDAP and 
SSO</a></li>      
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class="list-group-item-lay pjaxlink" id="navlist">Use Beeline for Hive</a></li> 
     
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+      <li><a href="/docs23/howto/howto_update_coprocessor.html" 
class="list-group-item-lay pjaxlink" id="navlist">Update Coprocessor</a></li>   
   
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+      <li><a href="/docs23/howto/howto_install_ranger_kylin_plugin.html" 
class="list-group-item-lay pjaxlink" id="navlist">The Ranger Kylin Plugin 
Installation Guide</a></li>      
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class="list-group-item-lay pjaxlink" id="navlist">Enable zookeeper acl</a></li> 
     
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class="list-group-item-lay pjaxlink" id="navlist">Set Up System Cube</a></li>   
   
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+      <li><a href="/docs23/howto/howto_use_cube_planner.html" 
class="list-group-item-lay pjaxlink" id="navlist">Use Cube Planner</a></li>     
 
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+      <li><a href="/docs23/howto/howto_use_dashboard.html" 
class="list-group-item-lay pjaxlink" id="navlist">Use Dashboard</a></li>      
+      
+
+
+
+
+
+
+
+        <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 Kylin’s 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 “count” 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 Kylin’s table as a data frame, 
and then expect to get the total row count with “df.count()”, 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 “132” here is not the total count of the origin table. The 
reason is that, Spark sends “select * from “ query to Kylin, Kylin 
doesn’t have the raw data, but will answer the query with aggregated data in 
the base Cuboid. The “132” 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....@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">
+    <div class="container">
+        <div class="row">
+            <div class="col-md-12 widget">
+                <div class="widget-body" style="text-align:center">
+                    <a href="http://www.apache.org";>
+                        <img id="asf-logo" alt="Apache Software Foundation" 
src="/assets/images/feather-small.gif">
+                    </a>
+
+                    <div>
+                        The contents of this website are © 2015 Apache 
Software Foundation under the terms of the <a
+                            href="http://www.apache.org/licenses/LICENSE-2.0";> 
Apache License v2 </a>. Apache Kylin and
+                        its logo are trademarks of the Apache Software 
Foundation.
+                    </div>
+
+                </div>
+            </div>
+        </div>
+        <!-- /row of widgets -->
+
+    </div>
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+
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+
+       <script src="/assets/js/jquery-1.9.1.min.js"></script> 
+       <script src="/assets/js/bootstrap.min.js"></script> 
+       <script src="/assets/js/main.js"></script>
+       </body>
+</html>

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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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+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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 @@
   
     
   
+    
+  
 
 
 
@@ -1420,6 +1422,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/web.html" class="list-group-item-lay 
pjaxlink" id="navlist">Web Interface</a></li>      
       
 
@@ -2506,6 +2510,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink" id="navlist">Tableau 8</a></li>      
       
 
@@ -2656,6 +2662,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/tableau_91.html" 
class="list-group-item-lay pjaxlink" id="navlist">Tableau 9</a></li>      
       
 
@@ -3058,6 +3066,8 @@
     
   
     
+  
+    
       <li><a href="/docs23/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink" id="navlist">SQuirreL</a></li>      
       
 
@@ -3178,6 +3188,148 @@
       
 
 
+
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+    
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+      <li><a href="/docs23/tutorial/spark.html" class="list-group-item-lay 
pjaxlink" id="navlist">Apache Spark</a></li>      
+      
+
+
 
   
       

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>


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