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Posted to commits@kylin.apache.org by li...@apache.org on 2018/07/02 06:08:51 UTC
svn commit: r1834820 [11/48] - in /kylin/site: ./ about/ blog/
blog/2015/01/25/introduce-data-model/
blog/2015/06/10/release-v0.7.1-incubating/
blog/2015/08/13/kylin-dictionary/ blog/2015/08/15/fast-cubing/
blog/2015/09/06/release-v1.0-incubating/ blog...
Added: kylin/site/cn/docs23/install/kylin_aws_emr.html
URL: http://svn.apache.org/viewvc/kylin/site/cn/docs23/install/kylin_aws_emr.html?rev=1834820&view=auto
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--- kylin/site/cn/docs23/install/kylin_aws_emr.html (added)
+++ kylin/site/cn/docs23/install/kylin_aws_emr.html Mon Jul 2 06:08:48 2018
@@ -0,0 +1,4622 @@
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+* "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
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+-->
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+ <!-- Main Menu -->
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+ <div class="row" style="clear:both;">
+ <div class="col-md-8 col-lg-8 col-xs-12 col-sm-12 aside2" style="float:right;">
+ <div id="container" class="docs">
+ <div id="pjax">
+ <h1 class="post-title">å¨ AWS EMR ä¸ å®è£
Kylin</h1>
+ <article class="post-content" >
+ <p>ä»å¤©è®¸å¤ç¨æ·å° Hadoop è¿è¡å¨å AWS è¿æ ·çå
¬æäºä¸ãApache Kylinï¼ç±æ åç Hadoop/HBase API ç¼è¯ï¼æ¯æå¤æ°ä¸»æµç Hadoop åå¸ï¼ç°å¨ççæ¬æ¯ Kylin v2.2ï¼æ¯æ AWS EMR 5.0 - 5.10ãæ¬ææ¡£ä»ç»äºå¨ EMR ä¸å¦ä½è¿è¡ Kylinã</p>
+
+<h3 id="section">æ¨èçæ¬</h3>
+<ul>
+ <li>AWS EMR 5.7 (EMR 5.8 å以ä¸ï¼è¯·æ¥ç <a href="https://issues.apache.org/jira/browse/KYLIN-3129">KYLIN-3129</a>)</li>
+ <li>Apache Kylin v2.2.0 or above for HBase 1.x</li>
+</ul>
+
+<h3 id="emr-">å¯å¨ EMR é群</h3>
+
+<p>ä½¿ç¨ AWS ç½é¡µæ§å¶å°ï¼å½ä»¤è¡æ API è¿è¡ä¸ä¸ª EMR é群ãå¨ Kylin éè¦ HBase æå¡çåºç¨ä¸éæ© â<strong>HBase</strong>âã</p>
+
+<p>æ¨å¯ä»¥éæ© âHDFSâ æè
âS3â ä½ä¸º HBase çåå¨ï¼è¿åå³äºæ¨å¨å
³éé群ä¹åæ¯å¦éè¦å° Cube æ°æ®è¿è¡åå¨ãEMR HDFS ä½¿ç¨ EC2 å®ä¾çæ¬å°ç£çï¼å½é群åæ¢åæ°æ®å°è¢«æ¸
é¤ï¼Kylin metadata å Cube æ°æ®å°ä¼ä¸¢å¤±ã</p>
+
+<p>å¦ææ¨ä½¿ç¨ âS3â ä½ä¸º HBase çåå¨ï¼æ¨éè¦èªå®ä¹é
置为 â<strong>hbase.rpc.timeout</strong>âï¼ç±äº S3 ç大容éè´è½½æ¯ä¸ä¸ªå¤å¶æä½ï¼å½æ°æ®è§æ¨¡æ¯è¾å¤§æ¶ï¼HBase region æå¡å¨æ¯å¨ HDFS ä¸å°è±è´¹æ´å¤çæ¶é´çå¾
å
¶å®æã</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>[ {
+ "Classification": "hbase-site",
+ "Properties": {
+ "hbase.rpc.timeout": "3600000",
+ "hbase.rootdir": "s3://yourbucket/EMRROOT"
+ }
+ },
+ {
+ "Classification": "hbase",
+ "Properties": {
+ "hbase.emr.storageMode": "s3"
+ }
+ }
+]
+</code></pre>
+</div>
+
+<h3 id="kylin">å®è£
Kylin</h3>
+
+<p>å½ EMR é群å¤äº âWaitingâ ç¶æï¼æ¨å¯ä»¥ SSH å° master èç¹ï¼ä¸è½½ Kylin ç¶å解å tar å
:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>sudo mkdir /usr/local/kylin
+sudo chown hadoop /usr/local/kylin
+cd /usr/local/kylin
+wget http://www-us.apache.org/dist/kylin/apache-kylin-2.2.0/apache-kylin-2.2.0-bin-hbase1x.tar.gz
+tar âzxvf apache-kylin-2.2.0-bin-hbase1x.tar.gz
+</code></pre>
+</div>
+
+<h3 id="kylin-1">é
ç½® Kylin</h3>
+
+<p>å¯å¨ Kylin åï¼æ¨éè¦è¿è¡ä¸ç»é
ç½®:</p>
+
+<ul>
+ <li>ä» /etc/hbase/conf/hbase-site.xml å¤å¶ âhbase.zookeeper.quorumâ å±æ§å° $KYLIN_HOME/conf/kylin_job_conf.xmlï¼ä¾å¦:</li>
+</ul>
+
+<div class="highlighter-rouge"><pre class="highlight"><code><property>
+ <name>hbase.zookeeper.quorum</name>
+ <value>ip-nn-nn-nn-nn.ap-northeast-2.compute.internal</value>
+</property>
+</code></pre>
+</div>
+
+<ul>
+ <li>ä½¿ç¨ HDFS ä½ä¸º âkylin.env.hdfs-working-dirâ (æ¨è)</li>
+</ul>
+
+<p>EMR 建议 <strong>âå½é群è¿è¡æ¶ä½¿ç¨ HDFS ä½ä¸ºä¸é´æ°æ®çåå¨è Amazon S3 åªç¨æ¥è¾å
¥åå§çæ°æ®åè¾åºçæç»ç»æâ</strong>ãKylin ç âhdfs-working-dirâ ç¨æ¥åæ¾ Cube building æ¶çä¸é´æ°æ®ï¼cuboid æ件åä¸äº metadata æ件 (ä¾å¦å¨ Hbase ä¸ä¸å¥½ç dictionary å table snapshots)ï¼å æ¤æ好为å
¶é
ç½® HDFSã</p>
+
+<p>å¦æä½¿ç¨ HDFS ä½ä¸º Kylin çå·¥ä½ç®å½ï¼æ¨æ éåä»»ä½ä¿®æ¹ï¼å 为 EMR çé»è®¤æ件系ç»æ¯ HDFS:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>kylin.env.hdfs-working-dir=/kylin
+</code></pre>
+</div>
+
+<p>å
³é/éå¯é群åï¼æ¨å¿
é¡»ç¨ <a href="https://docs.aws.amazon.com/emr/latest/ReleaseGuide/UsingEMR_s3distcp.html">S3DistCp</a> å¤ä»½ HDFS ä¸ â/kylinâ è·¯å¾ä¸çæ°æ®å° S3ï¼å¦åæ¨å¯è½ä¸¢å¤±æ°æ®ä¸ä¹åä¸è½æ¢å¤é群ã</p>
+
+<ul>
+ <li>ä½¿ç¨ S3 ä½ä¸º âkylin.env.hdfs-working-dirâ</li>
+</ul>
+
+<p>å¦ææ¨æ³ä½¿ç¨ S3 ä½ä¸ºåå¨ (å设 HBase ä¹å¨ S3 ä¸)ï¼æ¨éè¦é
ç½®ä¸ååæ°:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>kylin.env.hdfs-working-dir=s3://yourbucket/kylin
+kylin.storage.hbase.cluster-fs=s3://yourbucket
+kylin.source.hive.redistribute-flat-table=false
+</code></pre>
+</div>
+
+<p>ä¸é´æ件å HFile ä¹é½ä¼åå
¥ S3ãBuild æ§è½å°ä¼æ¯ HDFS æ
¢ãç¡®ä¿æ¨å¾å¥½ççè§£äº S3 å HDFS çåºå«ãé
读ä¸åæ¥èª AWS çæç« :</p>
+
+<p><a href="https://docs.aws.amazon.com/emr/latest/ManagementGuide/emr-troubleshoot-errors-io.html">Input and Output Errors</a><br />
+<a href="https://docs.aws.amazon.com/emr/latest/ManagementGuide/emr-troubleshoot-error-hive.html#emr-troubleshoot-error-hive-3">Are you having trouble loading data to or from Amazon S3 into Hive</a></p>
+
+<ul>
+ <li>Hadoop é
ç½®</li>
+</ul>
+
+<p>æ ¹æ® <a href="https://docs.aws.amazon.com/emr/latest/ManagementGuide/emr-troubleshoot-errors-io.html">emr-troubleshoot-errors-io</a>ï¼ä¸ºå¨ S3 ä¸è·å¾æ´å¥½çæ§è½åæ°æ®ä¸è´æ§éè¦åºç¨ä¸äº Hadoop é
ç½®ã</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code><property>
+ <name>io.file.buffer.size</name>
+ <value>65536</value>
+</property>
+<property>
+ <name>mapred.map.tasks.speculative.execution</name>
+ <value>false</value>
+</property>
+<property>
+ <name>mapred.reduce.tasks.speculative.execution</name>
+ <value>false</value>
+</property>
+<property>
+ <name>mapreduce.map.speculative</name>
+ <value>false</value>
+</property>
+<property>
+ <name>mapreduce.reduce.speculative</name>
+ <value>false</value>
+</property>
+
+</code></pre>
+</div>
+
+<ul>
+ <li>å¦æä¸åå¨å建工ä½ç®å½æ件夹</li>
+</ul>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>hadoop fs -mkdir /kylin
+</code></pre>
+</div>
+
+<p>æ</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>hadoop fs -mkdir s3://yourbucket/kylin
+</code></pre>
+</div>
+
+<h3 id="kylin-2">å¯å¨ Kylin</h3>
+
+<p>å¯å¨åå¨æ®é Hadoop ä¸ä¸æ ·:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>export KYLIN_HOME=/usr/local/kylin/apache-kylin-2.2.0-bin
+$KYLIN_HOME/bin/sample.sh
+$KYLIN_HOME/bin/kylin.sh start
+</code></pre>
+</div>
+
+<p>å«å¿è®°å¨ EMR master - âElasticMapReduce-masterâ çå®å
¨ç»ä¸å¯ç¨ 7070 端å£è®¿é®ï¼æä½¿ç¨ SSH è¿æ¥ master èç¹ï¼ç¶åæ¨å¯ä»¥ä½¿ç¨ http://<master-dns>:7070/kylin è®¿é® Kylin Web GUIã</p>
+
+<p>Build åä¸ä¸ª Cubeï¼å½ Cube åå¤å¥½åè¿è¡æ¥è¯¢ãæ¨å¯ä»¥æµè§ S3 æ¥çæ°æ®æ¯å¦å®å
¨çæä¹
åäºã</p>
+
+<h3 id="emr--1">å
³é EMR é群</h3>
+
+<p>å
³é EMR é群åï¼æ们建议æ¨ä¸º Kylin metadata åå¤ä»½ä¸å°å
¶ä¸ä¼ å° S3ã</p>
+
+<p>为äºå¨å
³é Amazon EMR é群æ¶ä¸ä¸¢å¤±æ²¡åå
¥ Amazon S3 çæ°æ®ï¼MemStore cache éè¦å·æ°å° Amazon S3 åå
¥æ°ç store æ件ãæ¨å¯ä»¥è¿è¡ EMR é群ä¸æä¾ç shell èæ¬æ¥å®æè¿ä¸ªéæ±ã</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>bash /usr/lib/hbase/bin/disable_all_tables.sh
+</code></pre>
+</div>
+
+<p>为äºç¨åæ ·ç Hbase æ°æ®éå¯ä¸ä¸ªé群ï¼å¯å¨ AWS Management Console ä¸æå®åä¹åé群ç¸åç Amazon S3 ä½ç½®æä½¿ç¨ âhbase.rootdirâ é
ç½®å±æ§ãæ´å¤ç EMR HBase ä¿¡æ¯ï¼åè <a href="https://docs.aws.amazon.com/emr/latest/ReleaseGuide/emr-hbase-s3.html">HBase on Amazon S3</a></p>
+
+<h2 id="ec2--kylin">å¨ä¸ç¨ç EC2 ä¸é¨ç½² Kylin</h2>
+
+<p>æ¨èå¨ä¸é¨ç client èç¹ä¸è¿è¡ Kylin (èä¸æ¯ masterï¼core æ task)ãå¯å¨ä¸ä¸ªåæ¨ EMR æåæ · VPC ä¸åç½çç¬ç« EC2 å®ä¾ï¼ä» master èç¹å¤å¶ Hadoop clients å°è¯¥å®ä¾ï¼ç¶åå¨å
¶ä¸å®è£
Kylinãè¿å¯æå Kylin èªèº«ä¸ master èç¹ä¸æå¡ç稳å®æ§ã</p>
+
+
+ </article>
+ </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.
+-->
+
+<div class="col-md-4 col-lg-4 col-xs-12 col-sm-12 aside1 visible-sm visible-xs visible-md visible-lg" id="nside1" style="margin-top: 5em;float:right;">
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+ <li class="navlist">
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ç½®</a>
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+ <li class="navlist">
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+ <li class="navlist">
+ <a href="/cn/docs23/install/kylin_aws_emr.html" class="list-group-item-lay pjaxlink ">å¨ AWS EMR ä¸ å®è£
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+
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+ <li class="navlist">
+ <a href="/cn/docs23/install/kylin_docker.html" class="list-group-item-lay pjaxlink ">ç¨ Docker è¿è¡ Kylin</a>
+ </li>
+
+
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+
+
+
+
+
+ <ul>
+ </div>
+</div>
+
+ <li><a href="#titleæç¨" data-toggle="collapse" class="navtitle">æç¨</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
+ <ul>
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/kylin_sample.html" class="list-group-item-lay pjaxlink ">æ ·ä¾ Cube å¿«éå
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+ <li class="navlist">
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/create_cube.html" class="list-group-item-lay pjaxlink ">Cube å建</a>
+ </li>
+
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/cube_build_job.html" class="list-group-item-lay pjaxlink ">Cube æ建å Job çæ§</a>
+ </li>
+
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+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/project_level_acl.html" class="list-group-item-lay pjaxlink ">Project Level ACL</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/cube_spark.html" class="list-group-item-lay pjaxlink ">ç¨ Spark æ建 Cube</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/cube_streaming.html" class="list-group-item-lay pjaxlink ">ä» Kafka æµæ建 Cube</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/cube_build_performance.html" class="list-group-item-lay pjaxlink ">ä¼å Cube æ建</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/kylin_client_tool.html" class="list-group-item-lay pjaxlink ">Python 客æ·ç«¯</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/setup_systemcube.html" class="list-group-item-lay pjaxlink ">建ç«ç³»ç» Cube</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/use_cube_planner.html" class="list-group-item-lay pjaxlink ">ä½¿ç¨ Cube Planner</a>
+ </li>
+
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+
+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/use_dashboard.html" class="list-group-item-lay pjaxlink ">ä½¿ç¨ Dashboard</a>
+ </li>
+
+
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+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/setup_jdbc_datasource.html" class="list-group-item-lay pjaxlink ">å»ºç« JDBC æ°æ®æº</a>
+ </li>
+
+
+
+
+
+
+
+
+ <ul>
+ </div>
+</div>
+
+ <li><a href="#titleå·¥å
·éæ" data-toggle="collapse" class="navtitle">å·¥å
·éæ</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
+ <ul>
+
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Added: kylin/site/cn/docs23/install/kylin_cluster.html
URL: http://svn.apache.org/viewvc/kylin/site/cn/docs23/install/kylin_cluster.html?rev=1834820&view=auto
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--- kylin/site/cn/docs23/install/kylin_cluster.html (added)
+++ kylin/site/cn/docs23/install/kylin_cluster.html Mon Jul 2 06:08:48 2018
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+ <h1 class="post-title">Cluster 模å¼ä¸é¨ç½²</h1>
+ <article class="post-content" >
+ <h3 id="kylin-">Kylin æå¡å¨æ¨¡å¼</h3>
+
+<p>Kylin å®ä¾æ¯æ ç¶æçãå
¶è¿è¡æ¶ç¶æåäºåå¨å¨ HBase (ç± <code class="highlighter-rouge">conf/kylin.properties</code> ä¸ç <code class="highlighter-rouge">kylin.metadata.url</code> æå®) ä¸ç metadata ä¸ãåºäºè´è½½åè¡¡çèèï¼å»ºè®®è¿è¡å¤ä¸ªå
±äº«ä¸ä¸ª metadata åå¨ç Kylin å®ä¾ï¼å æ¤ä»ä»¬å¨è¡¨ç»æä¸å
±äº«åä¸ä¸ªç¶æï¼job ç¶æ, Cube ç¶æ, ççã</p>
+
+<p>æ¯ä¸ä¸ª Kylin å®ä¾å¨ <code class="highlighter-rouge">conf/kylin.properties</code> ä¸é½æä¸ä¸ª âkylin.server.modeâ entryï¼æå®äºè¿è¡æ¶ç模å¼ï¼æ 3 个é项:</p>
+
+<ul>
+ <li><strong>job</strong> : å¨å®ä¾ä¸è¿è¡ job engine; Kylin job engine 管çé群 ç jobs;</li>
+ <li><strong>query</strong> : åªè¿è¡ query engine; Kylin query engine æ¥æ¶åååºä½ ç SQL æ¥è¯¢;</li>
+ <li><strong>all</strong> : å¨å®ä¾ä¸æ¢è¿è¡ job engine ä¹è¿è¡ query enginesã</li>
+</ul>
+
+<p>注æåªæä¸ä¸ªå®ä¾å¯ä»¥è¿è¡ job engine (âallâ æ âjobâ 模å¼), å
¶ä»å¿
é¡»æ¯ âqueryâ 模å¼ã</p>
+
+<p>ä¸å¾ä¸æç»äºä¸ä¸ªå
¸ååºæ¯:</p>
+
+<p><img src="/images/install/kylin_server_modes.png" alt="" /></p>
+
+<h3 id="kylin--1">é
ç½®å¤ä¸ª Kylin æå¡å¨</h3>
+
+<p>å½æ¨å¨æ¥æå¤ä¸ª Kylin æå¡å¨å®ä¾çé群è¿è¡ Kylin æ¶, 请确ä¿æ¨ä¸ºæ¯ä¸ä¸ªå®ä¾å¨ <code class="highlighter-rouge">conf/kylin.properties</code> ä¸æ£ç¡®çé
ç½®äºä»¥ä¸å±æ§ã</p>
+
+<ul>
+ <li><code class="highlighter-rouge">kylin.rest.servers</code><br />
+使ç¨ä¸çæå¡å¨å表, å½äºä»¶ååæ¶ï¼è®©ä¸ä¸ªå®ä¾å»éç¥å
¶ä»æå¡å¨ãä¾å¦:</li>
+</ul>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>kylin.rest.servers=host1:7070,host2:7070
+</code></pre>
+</div>
+
+<ul>
+ <li><code class="highlighter-rouge">kylin.server.mode</code><br />
+ç¡®ä¿åªæä¸ä¸ªå®ä¾ç <code class="highlighter-rouge">kylin.server.mode</code> 设置为 âallâ æ âjobâ, å
¶ä½çåºè¯¥ä¸º âqueryâ</li>
+</ul>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>kylin.server.mode=all
+</code></pre>
+</div>
+
+<h3 id="section">å®è£
è´è½½åè¡¡å¨</h3>
+
+<p>ä¸ºç¡®ä¿ Kylin æå¡å¨çé«å¯ç¨æ§, æ¨éè¦å¨è¿äºæå¡å¨ä¹åå®è£
è´è½½åè¡¡å¨, 让å
¶å°ä¼ å
¥ç请æ±è·¯ç±è³é群ã客æ·ç«¯åè´è½½åè¡¡å¨é信代æ¿åç¹å®ç Kylin å®ä¾éä¿¡ãå®è£
è´è½½åè¡¡å¨è¶
åºäºèå´ï¼æ¨å¯ä»¥éæ©å Nginx, F5 æ cloud LB æå¡è¿æ ·çå®ç°ã</p>
+
+
+ </article>
+ </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
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+*
+* 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.
+-->
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+ <li><a href="#titleæç¨" data-toggle="collapse" class="navtitle">æç¨</a></li>
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+ <li class="navlist">
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+ <li class="navlist">
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/setup_jdbc_datasource.html" class="list-group-item-lay pjaxlink ">å»ºç« JDBC æ°æ®æº</a>
+ </li>
+
+
+
+
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+
+
+ <ul>
+ </div>
+</div>
+
+ <li><a href="#titleå·¥å
·éæ" data-toggle="collapse" class="navtitle">å·¥å
·éæ</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
+ <ul>
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+ <li class="navlist">
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+ <li class="navlist">
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/tableau.html" class="list-group-item-lay pjaxlink ">Tableau 8</a>
+ </li>
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/tableau_91.html" class="list-group-item-lay pjaxlink ">Tableau 9</a>
+ </li>
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+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/powerbi.html" class="list-group-item-lay pjaxlink ">Excel å Power BI æç¨</a>
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+ <li class="navlist">
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+
+ <li class="navlist">
+ <a href="/cn/docs23/tutorial/Qlik.html" class="list-group-item-lay pjaxlink ">Qlik Sense éæ</a>
+ </li>
+
+
+
+
+
+
+
+
+ <ul>
+ </div>
+</div>
+
+ <li><a href="#title帮å©" data-toggle="collapse" class="navtitle">帮å©</a></li>
+ <div class="collapse in">
+ <div class="list-group" id="list1">
+ <ul>
+
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+ <li class="navlist">
+ <a href="/cn/docs23/howto/howto_use_restapi.html" class="list-group-item-lay pjaxlink ">Use RESTful API</a>
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+
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+
+
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+ <li class="navlist">
+ <a href="/cn/docs23/howto/howto_build_cube_with_restapi.html" class="list-group-item-lay pjaxlink ">ç¨ API æ建 Cube</a>
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+ <li class="navlist">
+ <a href="/cn/docs23/howto/howto_optimize_cubes.html" class="list-group-item-lay pjaxlink ">ä¼å Cube 设计</a>
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+ <li class="navlist">
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+ </li>
+
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