svn commit: r1891947 [2/10] - in /kylin/site: ./ cn/docs40/ cn/docs40/gettingstarted/ cn/docs40/howto/ cn/docs40/install/ cn/docs40/tutorial/ docs40/ docs40/gettingstarted/ docs40/howto/ docs40/install/ docs40/tutorial/

Sun, 01 Aug 2021 07:16:03 -0700 

Added: kylin/site/cn/docs40/install/deploy_without_hadoop.html
URL: 
http://svn.apache.org/viewvc/kylin/site/cn/docs40/install/deploy_without_hadoop.html?rev=1891947&view=auto
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--- kylin/site/cn/docs40/install/deploy_without_hadoop.html (added)
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+        <a href="/docs/tutorial/sql_reference.html" class="list-group-item-lay 
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+      <li class="navlist">
+        <a href="/docs/tutorial/cube_spark.html" class="list-group-item-lay 
pjaxlink">Build Cube with Spark</a>
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+      <li class="navlist">
+        <a href="/docs/tutorial/cube_flink.html" class="list-group-item-lay 
pjaxlink">Build Cube with Flink</a>
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+
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+        <a href="/docs/tutorial/cube_streaming.html" 
class="list-group-item-lay pjaxlink">Cubing from Kafka(Near RT Streaming)</a>
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+        <a href="/docs/tutorial/realtime_olap.html" class="list-group-item-lay 
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+        <a href="/docs/tutorial/cube_build_performance.html" 
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+      <li class="navlist">
+        <a href="/docs/tutorial/kylin_client_tool.html" 
class="list-group-item-lay pjaxlink">Kylin Python Client</a>
+      </li>      
+      
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+      <li class="navlist">
+        <a href="/docs/tutorial/setup_systemcube.html" 
class="list-group-item-lay pjaxlink">Set Up System Cube</a>
+      </li>      
+      
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+      <li class="navlist">
+        <a href="/docs/tutorial/use_cube_planner.html" 
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pjaxlink">Use Dashboard</a>
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+      <li class="navlist">
+        <a href="/docs/tutorial/setup_jdbc_datasource.html" 
class="list-group-item-lay pjaxlink">Setup JDBC Data Source</a>
+      </li>      
+      
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+    
+      <li class="navlist">
+        <a href="/docs/tutorial/hybrid.html" class="list-group-item-lay 
pjaxlink">Hybrid Model</a>
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+  
+    
+      <li class="navlist">
+        <a href="/docs/tutorial/mysql_metastore.html" 
class="list-group-item-lay pjaxlink">Use MySQL as Metastore</a>
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+      
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+    
+      <li class="navlist">
+        <a href="/docs/tutorial/lambda_mode_and_timezone_realtime_olap.html" 
class="list-group-item-lay pjaxlink">Lambda mode and Timezone in Real-time 
OLAP</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/docs/tutorial/query_pushdown.html" 
class="list-group-item-lay pjaxlink">Enable Query Pushdown</a>
+      </li>      
+      
+
+
+
+
+
+
+
+                  <ul>
+                  </li>
+              
+                  <li class="dropdown-submenu"><a href="#titleIntegration" 
data-toggle="collapse" class="navtitle">Integration</a>
+                  <ul class="dropdown-menu">
+                  
+
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+      <li class="navlist">
+        <a href="/docs/tutorial/odbc.html" class="list-group-item-lay 
pjaxlink">Kylin ODBC Driver</a>
+      </li>      
+      
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+      <li class="navlist">
+        <a href="/docs/tutorial/jdbc.html" class="list-group-item-lay 
pjaxlink">Kylin JDBC Driver</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/docs/tutorial/tableau.html" class="list-group-item-lay 
pjaxlink">Tableau 8</a>
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+      
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+      <li class="navlist">
+        <a href="/docs/tutorial/tableau_91.html" class="list-group-item-lay 
pjaxlink">Tableau 9</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/docs/tutorial/powerbi.html" class="list-group-item-lay 
pjaxlink">MS Excel and Power BI</a>
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+      
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+        <a href="/docs/tutorial/microstrategy.html" class="list-group-item-lay 
pjaxlink">MicroStrategy</a>
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+      <li class="navlist">
+        <a href="/docs/tutorial/squirrel.html" class="list-group-item-lay 
pjaxlink">SQuirreL</a>
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+      
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+      <li class="navlist">
+        <a href="/docs/tutorial/flink.html" class="list-group-item-lay 
pjaxlink">Apache Flink</a>
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+      <li class="navlist">
+        <a href="/docs/tutorial/spark.html" class="list-group-item-lay 
pjaxlink">Apache Spark</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/docs/tutorial/Qlik.html" class="list-group-item-lay 
pjaxlink">Qlik Sense</a>
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+      <li class="navlist">
+        <a href="/docs/tutorial/superset.html" class="list-group-item-lay 
pjaxlink">Superset</a>
+      </li>      
+      
+
+
+
+
+
+
+
+                  <ul>
+                  </li>
+              
+                  <li class="dropdown-submenu"><a href="#titleHow To" 
data-toggle="collapse" class="navtitle">How To</a>
+                  <ul class="dropdown-menu">
+                  
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+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_use_restapi.html" 
class="list-group-item-lay pjaxlink">Use RESTful API</a>
+      </li>      
+      
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+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_build_cube_with_restapi.html" 
class="list-group-item-lay pjaxlink">Build Cube with API</a>
+      </li>      
+      
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+      <li class="navlist">
+        <a href="/docs/howto/howto_optimize_cubes.html" 
class="list-group-item-lay pjaxlink">Optimize Cube Design</a>
+      </li>      
+      
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+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_backup_metadata.html" 
class="list-group-item-lay pjaxlink">Backup Metadata</a>
+      </li>      
+      
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+      <li class="navlist">
+        <a href="/docs/howto/howto_cleanup_storage.html" 
class="list-group-item-lay pjaxlink">Cleanup Storage</a>
+      </li>      
+      
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+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_upgrade.html" class="list-group-item-lay 
pjaxlink">Upgrade From Old Versions</a>
+      </li>      
+      
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_use_cli.html" class="list-group-item-lay 
pjaxlink">Use Utility CLIs</a>
+      </li>      
+      
+
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_ldap_and_sso.html" 
class="list-group-item-lay pjaxlink">Secure with LDAP and SSO</a>
+      </li>      
+      
+
+
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_use_beeline.html" 
class="list-group-item-lay pjaxlink">Use Beeline for Hive</a>
+      </li>      
+      
+
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+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_update_coprocessor.html" 
class="list-group-item-lay pjaxlink">Update Coprocessor</a>
+      </li>      
+      
+
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+  
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_install_ranger_kylin_plugin.html" 
class="list-group-item-lay pjaxlink">Install Ranger Plugin</a>
+      </li>      
+      
+
+
+
+  
+      
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_enable_zookeeper_acl.html" 
class="list-group-item-lay pjaxlink">Enable Zookeeper ACL</a>
+      </li>      
+      
+
+
+
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+  
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/howto_use_hive_mr_dict.html" 
class="list-group-item-lay pjaxlink">Use Hive to build global dictionary</a>
+      </li>      
+      
+
+
+
+  
+      
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+  
+    
+  
+    
+      <li class="navlist">
+        <a href="/docs/howto/sample_dataset.html" class="list-group-item-lay 
pjaxlink">Sample Dataset</a>
+      </li>      
+      
+
+
+
+
+
+
+
+                  <ul>
+                  </li>
+              
+                  <li class="dropdown-submenu"><a href="#titleSecurity" 
data-toggle="collapse" class="navtitle">Security</a>
+                  <ul class="dropdown-menu">
+                  
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+  
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+  
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+  
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+      <li class="navlist">
+        <a href="/docs/security.html" class="list-group-item-lay 
pjaxlink">Security Issues</a>
+      </li>      
+      
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+                  <ul>
+                  </li>
+              
+            </ul> -->
+          </li>
+          <li><a href="/download">Download</a></li>
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+
+  <div id="head" class="parallax normal-header" >
+    <div class="text-center header-apache">
+      <a href="http://apache.org/foundation/contributing.html"; title="Support 
Apache" style="margin-left: 150px;">
+        <div>
+          <img src="https://www.apache.org/images/SupportApache-small.png"; >
+        </div>
+      </a>
+    </div>  
+  </div>
+  
+ </header>
+
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+               <div class="container">
+                       <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">无 Hadoop 环境部署 Kylin4</h1>
+                                                       
+                                                       
+                                                       <article 
class="post-content" > 
+                                                       <p>相比于 
Kylin3，Kylin4.0 实现了全新 spark 构建引擎和 parquet 存储，使 
kylin 不依赖 hadoop 环境部署成为可能。与在 AWS EMR 之上部署 
Kylin3 相比，直接在 AWS EC2 实例上部署 Kylin4 
存在以下优势：<br />
+1. 节省成本。相比 AWS EMR 节点，AWS EC2 节点的成本更低。<br 
/>
+2. 更加灵活。在 EC2 节点上，用户可以更加
自主选择自己所需的服务以及组件进行安装部署。<br />
+3. 去 Hadoop。Hadoop 生态比较重，需要投å…
¥ä¸€å®šçš„人力成本进行维护，去 Hadoop 可以更加
贴近云原生。</p>
+
+<p>在实现了支持在 spark standalone 
模式下进行构建和查询的功能之后，我们在 AWS 的 EC2 
实例上对无 hadoop 部署 Kylin4 做了尝试，并成功构建 cube 
和进行了查询。</p>
+
+<h3 id="section">环境准备</h3>
+
+<ul>
+  <li>按照需求申请 AWS EC2 Linux 实例</li>
+  <li>创建 Amazon RDS for Mysql 作为 Kylin 以及 Hive 元数据库</li>
+  <li>S3 作为 Kylin 存储</li>
+</ul>
+
+<h3 id="section-1">组件版本信息</h3>
+<p>此处提供的版本信息是我们在测试时选用的版本信息，如果用户需要使用å
…¶ä»–的版本进行部署，可以自行更换，保证组件版本之间å…
¼å®¹å³å¯ã€‚</p>
+
+<ul>
+  <li>JDK 1.8</li>
+  <li>Hive 2.3.9</li>
+  <li>Zookeeper 3.4.13</li>
+  <li>Kylin 4.0 for spark3</li>
+  <li>Spark 3.1.1</li>
+  <li>Hadoop 3.2.0（不需要启动）</li>
+</ul>
+
+<h3 id="section-2">安装过程</h3>
+
+<h4 id="section-3">1 配置环境变量</h4>
+
+<ul>
+  <li>
+    <p>配置环境变量并使其生效</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>vim 
/etc/profile
+  
+<span class="c"># 在 profile 文件末尾添加以下内容</span>
+<span class="nb">export </span><span class="nv">JAVA_HOME</span><span 
class="o">=</span>/usr/local/java/jdk1.8.0_291
+<span class="nb">export </span><span class="nv">JRE_HOME</span><span 
class="o">=</span><span class="k">${</span><span 
class="nv">JAVA_HOME</span><span class="k">}</span>/jre
+<span class="nb">export </span><span class="nv">HADOOP_HOME</span><span 
class="o">=</span>/etc/hadoop/hadoop-3.2.0
+<span class="nb">export </span><span class="nv">HIVE_HOME</span><span 
class="o">=</span>/etc/hadoop/hive
+<span class="nb">export </span><span class="nv">CLASSPATH</span><span 
class="o">=</span>.:<span class="k">${</span><span 
class="nv">JAVA_HOME</span><span class="k">}</span>/lib:<span 
class="k">${</span><span class="nv">JRE_HOME</span><span class="k">}</span>/lib
+<span class="nb">export </span><span class="nv">PATH</span><span 
class="o">=</span><span class="nv">$HIVE_HOME</span>/bin:<span 
class="nv">$HIVE_HOME</span>/conf:<span class="k">${</span><span 
class="nv">HADOOP_HOME</span><span class="k">}</span>/bin:<span 
class="k">${</span><span class="nv">JAVA_HOME</span><span 
class="k">}</span>/bin:<span class="nv">$PATH</span>
+  
+<span class="c"># 保存以上文件内容后执行以下命令</span>
+<span class="nb">source</span> /etc/profile
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+<h4 id="jdk-18">2 安装 JDK 1.8</h4>
+
+<ul>
+  <li>
+    <p>下载 jdk1.8 到准备好的 EC2 实例，解压到 <code 
class="highlighter-rouge">/usr/local/java</code> 目录：</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>mkdir 
/usr/local/java
+tar -xvf jdk-8u291-linux-x64.tar -C /usr/local/java
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+<h4 id="hadoop">3 配置 Hadoop</h4>
+
+<ul>
+  <li>
+    <p>下载 Hadoop 并解压</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>wget 
https://archive.apache.org/dist/hadoop/common/hadoop-3.2.0/hadoop-3.2.0.tar.gz
+mkdir /etc/hadoop
+tar -xvf hadoop-3.2.0.tar.gz -C /etc/hadoop
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>copy 连接 S3 所需 jar 包到 hadoop 类加
载路径，否则可能会出现 ClassNotFound 类型报错</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code><span 
class="nb">cd</span> /etc/hadoop
+cp hadoop-3.2.0/share/hadoop/tools/lib/aws-java-sdk-bundle-1.11.375.jar 
hadoop-3.2.0/share/hadoop/common/lib/
+cp hadoop-3.2.0/share/hadoop/tools/lib/hadoop-aws-3.2.0.jar 
hadoop-3.2.0/share/hadoop/common/lib/
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>修改 <code class="highlighter-rouge">core-site.xml</code>，配置 
aws 账号信息以及 endpoint，以下为示例内容</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code><span 
class="cp">&lt;?xml version="1.0" encoding="UTF-8"?&gt;</span>
+<span class="cp">&lt;?xml-stylesheet type="text/xsl" 
href="configuration.xsl"?&gt;</span>
+<span class="c">&lt;!--
+  Licensed 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. See accompanying LICENSE file.
+--&gt;</span>
+  
+<span class="c">&lt;!-- Put site-specific property overrides in this file. 
--&gt;</span>
+  
+<span class="nt">&lt;configuration&gt;</span>
+  <span class="nt">&lt;property&gt;</span>
+    <span class="nt">&lt;name&gt;</span>fs.s3a.access.key<span 
class="nt">&lt;/name&gt;</span>
+    <span class="nt">&lt;value&gt;</span>SESSION-ACCESS-KEY<span 
class="nt">&lt;/value&gt;</span>
+  <span class="nt">&lt;/property&gt;</span>
+  <span class="nt">&lt;property&gt;</span>
+    <span class="nt">&lt;name&gt;</span>fs.s3a.secret.key<span 
class="nt">&lt;/name&gt;</span>
+    <span class="nt">&lt;value&gt;</span>SESSION-SECRET-KEY<span 
class="nt">&lt;/value&gt;</span>
+  <span class="nt">&lt;/property&gt;</span> 
+  <span class="nt">&lt;property&gt;</span>
+    <span class="nt">&lt;name&gt;</span>fs.s3a.endpoint<span 
class="nt">&lt;/name&gt;</span>
+    <span class="nt">&lt;value&gt;</span>s3.$REGION.amazonaws.com<span 
class="nt">&lt;/value&gt;</span>
+  <span class="nt">&lt;/property&gt;</span>
+<span class="nt">&lt;/configuration&gt;</span> 
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+<h4 id="hive">4 安装 Hive</h4>
+
+<ul>
+  <li>
+    <p>下载 Hive 并解压</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>wget 
https://downloads.apache.org/hive/hive-2.3.9/apache-hive-2.3.9-bin.tar.gz
+tar -xvf apache-hive-2.3.9-bin.tar.gz -C /etc/hadoop
+mv /etc/hadoop/apache-hive-2.3.9-bin /etc/hadoop/hive
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>编辑 hive 配置文件 <code class="highlighter-rouge">vim 
${HIVE_HOME}/conf/hive-site.xml</code>，请提前启动 Amazon RDS for Mysql 
database，获取连接 URI、用户名和密码。</p>
+
+    <p>注意：正确配置 VPC 和安全组，以保证 EC2 
实例可以正常访问数据库。</p>
+
+    <p><code class="highlighter-rouge">hive-site.xml</code>文件示例内
容如下：</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>&lt;?xml <span 
class="nv">version</span><span class="o">=</span><span class="s2">"1.0"</span> 
<span class="nv">encoding</span><span class="o">=</span><span 
class="s2">"UTF-8"</span> <span class="nv">standalone</span><span 
class="o">=</span><span class="s2">"no"</span>?&gt;
+&lt;?xml-stylesheet <span class="nb">type</span><span class="o">=</span><span 
class="s2">"text/xsl"</span> <span class="nv">href</span><span 
class="o">=</span><span class="s2">"configuration.xsl"</span>?&gt;&lt;!--
+   Licensed to the Apache Software Foundation <span class="o">(</span>ASF<span 
class="o">)</span> under one or more
+   contributor license agreements.  See the NOTICE file distributed with
+   this work <span class="k">for </span>additional information regarding 
copyright ownership.
+   The ASF licenses this file to You under the Apache License, Version 2.0
+   <span class="o">(</span>the <span class="s2">"License"</span><span 
class="o">)</span>; you may not use this file except <span class="k">in 
</span>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 <span class="k">in 
</span>writing, software
+   distributed under the License is distributed on an <span class="s2">"AS 
IS"</span> BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License <span class="k">for </span>the specific language governing 
permissions and
+   limitations under the License.
+--&gt;&lt;configuration&gt;
+  &lt;!-- WARNING!!! This file is auto generated <span class="k">for 
</span>documentation purposes ONLY! --&gt;
+  &lt;!-- WARNING!!! Any changes you make to this file will be ignored by 
Hive.   --&gt;
+  &lt;!-- WARNING!!! You must make your changes <span class="k">in 
</span>hive-site.xml instead.         --&gt;
+  &lt;!-- Hive Execution Parameters --&gt;
+  &lt;property&gt;
+    &lt;name&gt;javax.jdo.option.ConnectionPassword&lt;/name&gt;
+    &lt;value&gt;password&lt;/value&gt;
+    &lt;description&gt;password to use against metastore 
database&lt;/description&gt;
+  &lt;/property&gt;
+  &lt;property&gt;
+    &lt;name&gt;javax.jdo.option.ConnectionURL&lt;/name&gt;
+    
&lt;value&gt;jdbc:mysql://host-name:3306/hive?createDatabaseIfNotExist<span 
class="o">=</span><span class="nb">true</span>&lt;/value&gt;
+    &lt;description&gt;JDBC connect string <span class="k">for </span>a JDBC 
metastore&lt;/description&gt;
+  &lt;/property&gt;
+  &lt;property&gt;
+    &lt;name&gt;javax.jdo.option.ConnectionDriverName&lt;/name&gt;
+    &lt;value&gt;com.mysql.jdbc.Driver&lt;/value&gt;
+    &lt;description&gt;Driver class name <span class="k">for </span>a JDBC 
metastore&lt;/description&gt;
+  &lt;/property&gt;
+  &lt;property&gt;
+    &lt;name&gt;javax.jdo.option.ConnectionUserName&lt;/name&gt;
+    &lt;value&gt;admin&lt;/value&gt;
+    &lt;description&gt;Username to use against metastore 
database&lt;/description&gt;
+  &lt;/property&gt;
+  &lt;property&gt;
+    &lt;name&gt;hive.metastore.schema.verification&lt;/name&gt;
+    &lt;value&gt;false&lt;/value&gt;
+    &lt;description&gt;
+      Enforce metastore schema version consistency.
+      True: Verify that version information stored <span class="k">in 
</span>metastore matches with one from Hive jars.  Also disable automatic
+            schema migration attempt. Users are required to manually migrate 
schema after Hive upgrade which ensures
+            proper metastore schema migration. <span 
class="o">(</span>Default<span class="o">)</span>
+      False: Warn <span class="k">if </span>the version information stored 
<span class="k">in </span>metastore doesn<span class="s1">'t match with one 
from in Hive jars.
+    &lt;/description&gt;
+  &lt;/property&gt;
+&lt;/configuration&gt;
+</span></code></pre>
+    </div>
+  </li>
+  <li>
+    <p>Hive 元数据初始化</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code><span 
class="c"># 下载 mysql-jdbc 的 jar 包放置在 $HIVE_HOME/lib 
目录下</span>
+cp mysql-connector-java-5.1.47.jar <span class="nv">$HIVE_HOME</span>/lib
+bin/schematool -dbType mysql -initSchema
+mkdir <span class="nv">$HIVE_HOME</span>/logs
+nohup <span class="nv">$HIVE_HOME</span>/bin/hive --service metastore &gt;&gt; 
<span class="nv">$HIVE_HOME</span>/logs/hivemetastorelog.log 2&gt;&amp;1 &amp;
+</code></pre>
+    </div>
+
+    <p>注意：</p>
+
+    <p>如果在这个步骤中出现了如下报错：</p>
+
+    <div class="highlighter-rouge"><pre 
class="highlight"><code>java.lang.NoSuchMethodError: 
com.google.common.base.Preconditions.checkArgument<span 
class="o">(</span>ZLjava/lang/String;Ljava/lang/Object;<span class="o">)</span>V
+</code></pre>
+    </div>
+
+    <p>这是由于 hive2 中 guava 包版本与 hadoop3 的 guava 
版本不一致导致的，请使用 <code 
class="highlighter-rouge">$HADOOP_HOME/share/hadoop/common/lib/</code> 
目录下的 guava jar 替换 $HIVE_HOME/lib 目录中的 guava jar。</p>
+  </li>
+  <li>
+    <p>为防止后续过程中出现 jar 包冲突，需要从 hive 的类加
载路径中移除一些 spark 以及 scala 相关的 jar 包</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>rm <span 
class="nv">$HIVE_HOME</span>/lib/spark-<span class="k">*</span> <span 
class="nv">$HIVE_HOME</span>/spark_jar
+rm <span class="nv">$HIVE_HOME</span>/lib/jackson-module-scala_2.11-2.6.5.jar
+</code></pre>
+    </div>
+
+    
<p>注：此处只列出了我们在测试过程中遇到的产生冲突的 jar 
包，如果用户在遇到类似 jar 包冲突的问题，可以根据类加
载路径判断哪些 jar 包产生了冲突并移除相关 jar 包
。建议当相同 jar 包产生版本冲突时，保留 spark 类加
载路径下的 jar 包版本。</p>
+  </li>
+</ul>
+
+<h4 id="spark-standalone">5 部署 Spark Standalone</h4>
+
+<ul>
+  <li>
+    <p>下载 Spark 3.1.1 并解压</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>wget 
http://archive.apache.org/dist/spark/spark-3.1.1/spark-3.1.1-bin-hadoop3.2.tgz
+tar -xvf spark-3.1.1-bin-hadoop3.2.tgz -C /etc/hadoop
+mv /etc/hadoop/spark-3.1.1-bin-hadoop3.2 /etc/hadoop/spark 
+<span class="nb">export </span><span class="nv">SPARK_HOME</span><span 
class="o">=</span>/etc/hadoop/spark 
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>Copy 连接 S3 所需 jar 包</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>cp <span 
class="nv">$HADOOP_HOME</span>/share/hadoop/tools/lib/hadoop-aws-3.2.0.jar 
<span class="nv">$SPARK_HOME</span>/jars
+cp <span 
class="nv">$HADOOP_HOME</span>/share/hadoop/tools/lib/aws-java-sdk-bundle-1.11.375.jar
 <span class="nv">$SPARK_HOME</span>/jars
+cp mysql-connector-java-5.1.47.jar <span class="nv">$SPARK_HOME</span>/jars
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>Copy hive 配置文件及 mysql-jdbc</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>cp 
$HIVE_HOME/conf/hive-site.xml $SPARK_HOME/conf
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>启动 Spark master 和 worker</p>
+
+    <div class="highlighter-rouge"><pre 
class="highlight"><code>$SPARK_HOME/bin/start-master.sh
+$SPARK_HOME/bin/start-worker.sh spark://hostname:7077
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+<h4 id="zookeeper-">6 部署 Zookeeper 伪集群</h4>
+
+<ul>
+  <li>
+    <p>下载 zookeeper 安装包并解压</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>wget 
http://archive.apache.org/dist/zookeeper/zookeeper-3.4.13/zookeeper-3.4.13.tar.gz
+tar -xvf zookeeper-3.4.13.tar.gz -C /etc/hadoop
+mv /etc/hadoop/zookeeper-3.4.13 /etc/hadoop/zookeeper
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>修改 zookeeper 配置文件，启动三节点 zookeeper 伪集群</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>cp 
/etc/hadoop/zookeeper/conf/zoo_sample.cfg /etc/hadoop/zookeeper/conf/zoo1.cfg
+cp /etc/hadoop/zookeeper/conf/zoo_sample.cfg 
/etc/hadoop/zookeeper/conf/zoo2.cfg
+cp /etc/hadoop/zookeeper/conf/zoo_sample.cfg 
/etc/hadoop/zookeeper/conf/zoo3.cfg
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>依次修改上述三个配置文件，添加如下内容：</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>server.1<span 
class="o">=</span>localhost:2287:3387
+server.2<span class="o">=</span>localhost:2288:3388
+server.3<span class="o">=</span>localhost:2289:3389
+<span class="nv">dataDir</span><span class="o">=</span>/tmp/zookeeper/zk1/data
+<span class="nv">dataLogDir</span><span 
class="o">=</span>/tmp/zookeeper/zk1/log
+<span class="nv">clientPort</span><span class="o">=</span>2181
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>创建所需文件夹和文件</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>mkdir 
/tmp/zookeeper/zk1/data
+mkdir /tmp/zookeeper/zk1/log
+mkdir /tmp/zookeeper/zk2/data
+mkdir /tmp/zookeeper/zk2/log
+mkdir /tmp/zookeeper/zk3/data
+mkdir /tmp/zookeeper/zk3/log
+vim /tmp/zookeeper/zk1/data/myid 
+vim /tmp/zookeeper/zk2/data/myid 
+vim /tmp/zookeeper/zk3/data/myid 
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>启动 zookeeper 集群</p>
+
+    <div class="highlighter-rouge"><pre 
class="highlight"><code>/etc/hadoop/zookeeper/bin/zkServer.sh start 
/etc/hadoop/zookeeper/conf/zoo1.cfg
+/etc/hadoop/zookeeper/bin/zkServer.sh start /etc/hadoop/zookeeper/conf/zoo2.cfg
+/etc/hadoop/zookeeper/bin/zkServer.sh start /etc/hadoop/zookeeper/conf/zoo3.cfg
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+<h4 id="kylin">7 启动 kylin</h4>
+
+<ul>
+  <li>
+    <p>下载 kylin 4.0 二进制包并解压</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code>wget 
https://mirror-hk.koddos.net/apache/kylin/apache-kylin-4.0.0/apache-kylin-4.0.0-bin.tar.gz
+tar -xvf apache-kylin-4.0.0-bin.tar.gz /etc/hadoop
+<span class="nb">export </span><span class="nv">KYLIN_HOME</span><span 
class="o">=</span>/etc/hadoop/apache-kylin-4.0.0-bin
+mkdir <span class="nv">$KYLIN_HOME</span>/ext
+cp mysql-connector-java-5.1.47.jar <span class="nv">$KYLIN_HOME</span>/ext
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>修改配置文件 <code class="highlighter-rouge">vim 
$KYLIN_HOME/conf/kylin.properties</code></p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code><span 
class="py">kylin.metadata.url</span><span class="p">=</span><span 
class="s">kylin_metadata@jdbc,url=jdbc:mysql://hostname:3306/kylin,username=root,password=password,maxActive=10,maxIdle=10</span>
+<span class="err">kylin.env.zookeeper-connect-</span><span 
class="py">string</span><span class="p">=</span><span class="s">hostname</span>
+<span class="err">kylin.engine.spark-</span><span 
class="py">conf.spark.master</span><span class="p">=</span><span 
class="s">spark://hostname:7077</span>
+<span class="c"># 当 spark.submit.deployMode 配置为 cluster 
时，需要额外配置 kylin.engine.spark.standalone.master.httpUrl
+</span><span class="err">kylin.engine.spark-</span><span 
class="py">conf.spark.submit.deployMode</span><span class="p">=</span><span 
class="s">client/cluster</span>
+<span class="err">kylin.env.hdfs-working-</span><span 
class="py">dir</span><span class="p">=</span><span 
class="s">s3://bucket/kylin</span>
+<span class="err">kylin.engine.spark-</span><span 
class="py">conf.spark.eventLog.dir</span><span class="p">=</span><span 
class="s">s3://bucket/kylin/spark-history</span>
+<span class="err">kylin.engine.spark-</span><span 
class="py">conf.spark.history.fs.logDirectory</span><span 
class="p">=</span><span class="s">s3://bucket/kylin/spark-history</span>
+<span class="err">kylin.query.spark-</span><span 
class="py">conf.spark.master</span><span class="p">=</span><span 
class="s">spark://hostname:7077</span>
+</code></pre>
+    </div>
+  </li>
+  <li>
+    <p>执行 <code class="highlighter-rouge">bin/kylin.sh start</code></p>
+  </li>
+  <li>
+    <p>Kylin 启动时可能会遇到 ClassNotFound 
类型报错，可参考以下方法解决后重启 kylin：</p>
+
+    <div class="highlighter-rouge"><pre class="highlight"><code><span 
class="c"># 下载 commons-collections-3.2.2.jar </span>
+cp commons-collections-3.2.2.jar <span 
class="nv">$KYLIN_HOME</span>/tomcat/webapps/kylin/WEB-INF/lib/
+<span class="c"># 下载 commons-configuration-1.3.jar</span>
+cp commons-configuration-1.3.jar <span 
class="nv">$KYLIN_HOME</span>/tomcat/webapps/kylin/WEB-INF/lib/
+cp <span 
class="nv">$HADOOP_HOME</span>/share/hadoop/common/lib/aws-java-sdk-bundle-1.11.563.jar
 <span class="nv">$KYLIN_HOME</span>/tomcat/webapps/kylin/WEB-INF/lib/
+cp <span 
class="nv">$HADOOP_HOME</span>/share/hadoop/common/lib/hadoop-aws-3.2.2.jar 
<span class="nv">$HADOOP_HOME</span>/tomcat/webapps/kylin/WEB-INF/lib/
+</code></pre>
+    </div>
+  </li>
+</ul>
+
+                                                       </article>
+                                               </div>
+                                       </div>
+                               </div>
+                               <!--
+* Licensed to the Apache Software Foundation (ASF) under one
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+        <a href="/cn/docs40/index.html" class="list-group-item-lay 
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+
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+
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+        <ul>
+  </div>
+</div>
+    
+    <li><a href="#title安装" data-toggle="collapse" id="navtitle">安装
</a></li>
+    <div class="collapse in">
+       <div class="list-group" id="list1">
+    <ul>
+    
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+        <a href="/cn/docs40/install/index.html" class="list-group-item-lay 
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+        <a href="/cn/docs40/install/kylin_cluster.html" 
class="list-group-item-lay pjaxlink">集群模式部署</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/cn/docs40/install/configuration.html" 
class="list-group-item-lay pjaxlink">Kylin 配置</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/cn/docs40/install/advance_settings.html" 
class="list-group-item-lay pjaxlink">高级设置</a>
+      </li>      
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+      <li class="navlist">
+        <a href="/cn/docs40/install/kylin_docker.html" 
class="list-group-item-lay pjaxlink">用 Docker 运行 Kylin</a>
+      </li>      
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+        <a href="/cn/docs40/install/deploy_without_hadoop.html" 
class="list-group-item-lay pjaxlink">无 Hadoop 环境部署 Kylin4</a>
+      </li>      
+      
+
+
+
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+
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+        <ul>
+  </div>
+</div>
+    
+    <li><a href="#title教程" data-toggle="collapse" 
id="navtitle">教程</a></li>
+    <div class="collapse in">
+       <div class="list-group" id="list1">
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