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| <span><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" focusable="false" x="0px" y="0px" viewBox="0 0 100 100" width="15" height="15" class="icon outbound"><path fill="currentColor" d="M18.8,85.1h56l0,0c2.2,0,4-1.8,4-4v-32h-8v28h-48v-48h28v-8h-32l0,0c-2.2,0-4,1.8-4,4v56C14.8,83.3,16.6,85.1,18.8,85.1z"></path> <polygon fill="currentColor" points="45.7,48.7 51.3,54.3 77.2,28.5 77.2,37.2 85.2,37.2 85.2,14.9 62.8,14.9 62.8,22.9 71.5,22.9"></polygon></svg> <span class="sr-only">(opens new window)</span></span></a></nav></div></header> <div class="sidebar-mask"></div> <aside class="sidebar"><nav class="nav-links"><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">文档</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/UserGuide/Master/QuickStart/QuickStart.html" class="nav-link">latest</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.13.x/QuickStart/QuickStart.html" class="nav-link">v0.13.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.12.x/QuickStart/QuickStart.html" class="nav-link">v0.12.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.11.x/Get Started/QuickStart.html" class="nav-link">v0.11.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.10.x/Get Started/QuickStart.html" class="nav-link">v0.10.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.9.x/0-Get Started/1-QuickStart.html" class="nav-link">v0.9.x</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.8.x/0-Get Started/1-QuickStart.html" class="nav-link">v0.8.x</a></li></ul></div></div><div class="nav-item"><a href="https://cwiki.apache.org/confluence/pages/viewpage.action?pageId=177051872" class="nav-link external"> |
| 系统设计 |
| <!----></a></div><div class="nav-item"><a href="/zh/Download/" class="nav-link">下载</a></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">社区</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/Community/About.html" class="nav-link">关于社区</a></li><li class="dropdown-item"><!----> <a href="https://cwiki.apache.org/confluence/display/iotdb" class="nav-link external"> |
| Wiki |
| <!----></a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Community-Project Committers.html" class="nav-link">开发人员</a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Community-Powered By.html" class="nav-link">技术支持</a></li><li class="dropdown-item"><!----> <a href="/Community/Materials.html" class="nav-link">活动与报告</a></li><li class="dropdown-item"><!----> <a href="/zh/Community/Feedback.html" class="nav-link">交流与反馈</a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">开发</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/zh/Development/VoteRelease.html" class="nav-link">如何投票</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/HowToCommit.html" class="nav-link">如何提交代码</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/HowToJoin.html" class="nav-link">成为Contributor</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/Committer.html" class="nav-link">成为Committer</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/ContributeGuide.html" class="nav-link">项目开发指南</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/HowtoContributeCode.html" class="nav-link">技术贡献指南</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/format-changelist.html" class="nav-link">TsFile的更改列表</a></li><li class="dropdown-item"><!----> <a href="/zh/Development/rpc-changelist.html" class="nav-link">RPC变更清单</a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">ASF</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="http://www.apache.org/" class="nav-link external"> |
| 基金会 |
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| <!----></a></li></ul></div></div><div class="nav-item"><div class="dropdown-wrapper"><a class="dropdown-title"><span class="title">语言</span> <span class="arrow right"></span></a> <ul class="nav-dropdown" style="display:none;"><li class="dropdown-item"><!----> <a href="/UserGuide/V0.13.x/API/Programming-TsFile-API.html" class="nav-link">English</a></li><li class="dropdown-item"><!----> <a href="/zh/UserGuide/V0.13.x/API/Programming-TsFile-API.html" aria-current="page" class="nav-link router-link-exact-active router-link-active">简体中文</a></li></ul></div></div> <a href="https://github.com/apache/iotdb.git" target="_blank" rel="noopener noreferrer" class="repo-link"> |
| GitHub |
| <span><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" focusable="false" x="0px" y="0px" viewBox="0 0 100 100" width="15" height="15" class="icon outbound"><path fill="currentColor" d="M18.8,85.1h56l0,0c2.2,0,4-1.8,4-4v-32h-8v28h-48v-48h28v-8h-32l0,0c-2.2,0-4,1.8-4,4v56C14.8,83.3,16.6,85.1,18.8,85.1z"></path> <polygon fill="currentColor" points="45.7,48.7 51.3,54.3 77.2,28.5 77.2,37.2 85.2,37.2 85.2,14.9 62.8,14.9 62.8,22.9 71.5,22.9"></polygon></svg> <span class="sr-only">(opens new window)</span></span></a></nav> <ul class="sidebar-links"><li><section class="sidebar-group depth-0"><p class="sidebar-heading"><span>IoTDB用户手册 (In progress)</span> <!----></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>IoTDB简介</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>快速上手</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>数据模式与概念</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>语法约定</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading open"><span>应用编程接口</span> <span class="arrow down"></span></p> <ul class="sidebar-links sidebar-group-items"><li><a href="/zh/UserGuide/V0.13.x/API/Programming-Java-Native-API.html" class="sidebar-link">Java 原生接口</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Programming-Python-Native-API.html" class="sidebar-link">Python 原生接口</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Programming-Cpp-Native-API.html" class="sidebar-link">C++ 原生接口</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Programming-Go-Native-API.html" class="sidebar-link">Go 原生接口</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Programming-JDBC.html" class="sidebar-link">JDBC (不推荐)</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Programming-MQTT.html" class="sidebar-link">MQTT</a></li><li><a href="/zh/UserGuide/V0.13.x/API/RestService.html" class="sidebar-link">REST API</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Programming-TsFile-API.html" aria-current="page" class="active sidebar-link">TsFile API</a></li><li><a href="/zh/UserGuide/V0.13.x/API/Status-Codes.html" class="sidebar-link">状态码</a></li></ul></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>元数据操作</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>数据写入和删除</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>数据查询</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>数据处理</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>权限管理</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>运维工具</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>系统集成</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>集群搭建</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>UDF 资料库</span> <span class="arrow right"></span></p> <!----></section></li><li><section class="sidebar-group collapsable depth-0"><p class="sidebar-heading"><span>参考</span> <span class="arrow right"></span></p> <!----></section></li></ul> </aside> <main class="page"> <div class="content content__default"><h2 id="tsfile-api"><a href="#tsfile-api" class="header-anchor">#</a> TsFile API</h2> <p>TsFile 是在 IoTDB 中使用的时间序列的文件格式。在这个章节中，我们将介绍这种文件格式的用法。</p> <h3 id="安装-tsfile-library"><a href="#安装-tsfile-library" class="header-anchor">#</a> 安装 TsFile library</h3> <p>在您自己的项目中有两种方法使用 TsFile .</p> <ul><li>使用 jar 包：编译源码生成 jar 包</li></ul> <div class="language-shell line-numbers-mode"><pre class="language-shell"><code><span class="token function">git</span> clone https://github.com/apache/iotdb.git |
| <span class="token builtin class-name">cd</span> tsfile/ |
| mvn clean package -Dmaven.test.skip<span class="token operator">=</span>true |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><p>命令执行完成之后，所有的 jar 包都可以从 <code>target/</code> 目录下找到。之后您可以在自己的工程中导入 <code>target/tsfile-0.13.0-SNAPSHOT.jar</code>.</p> <ul><li>使用 Maven 依赖：</li></ul> <p>编译源码并且部署到您的本地仓库中需要 3 步：</p> <ol><li>下载源码</li></ol> <div class="language-shell line-numbers-mode"><pre class="language-shell"><code><span class="token function">git</span> clone https://github.com/apache/iotdb.git |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><ol start="2"><li>编译源码和部署到本地仓库</li></ol> <div class="language-shell line-numbers-mode"><pre class="language-shell"><code><span class="token builtin class-name">cd</span> tsfile/ |
| mvn clean <span class="token function">install</span> -Dmaven.test.skip<span class="token operator">=</span>true |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><ol start="3"><li>在您自己的工程中增加依赖：</li></ol> <div class="language-xml line-numbers-mode"><pre class="language-xml"><code><span class="token tag"><span class="token tag"><span class="token punctuation"><</span>dependency</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>groupId</span><span class="token punctuation">></span></span>org.apache.iotdb<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>groupId</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>artifactId</span><span class="token punctuation">></span></span>tsfile<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>artifactId</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>version</span><span class="token punctuation">></span></span>0.12.0<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>version</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>dependency</span><span class="token punctuation">></span></span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div><p>或者，您可以直接使用官方的 Maven 仓库：</p> <ol><li>首先，在<code>${username}\.m2\settings.xml</code>目录下的<code>settings.xml</code>文件中<code><profiles></code> |
| 节中增加<code><profile></code>，内容如下：</li></ol> <div class="language-xml line-numbers-mode"><pre class="language-xml"><code><span class="token tag"><span class="token tag"><span class="token punctuation"><</span>profile</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>id</span><span class="token punctuation">></span></span>allow-snapshots<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>id</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>activation</span><span class="token punctuation">></span></span><span class="token tag"><span class="token tag"><span class="token punctuation"><</span>activeByDefault</span><span class="token punctuation">></span></span>true<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>activeByDefault</span><span class="token punctuation">></span></span><span class="token tag"><span class="token tag"><span class="token punctuation"></</span>activation</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>repositories</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>repository</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>id</span><span class="token punctuation">></span></span>apache.snapshots<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>id</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>name</span><span class="token punctuation">></span></span>Apache Development Snapshot Repository<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>name</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>url</span><span class="token punctuation">></span></span>https://repository.apache.org/content/repositories/snapshots/<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>url</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>releases</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>enabled</span><span class="token punctuation">></span></span>false<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>enabled</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>releases</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>snapshots</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>enabled</span><span class="token punctuation">></span></span>true<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>enabled</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>snapshots</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>repository</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>repositories</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>profile</span><span class="token punctuation">></span></span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br></div></div><ol start="2"><li>之后您可以在您的工程中增加如下依赖：</li></ol> <div class="language-xml line-numbers-mode"><pre class="language-xml"><code><span class="token tag"><span class="token tag"><span class="token punctuation"><</span>dependency</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>groupId</span><span class="token punctuation">></span></span>org.apache.iotdb<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>groupId</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>artifactId</span><span class="token punctuation">></span></span>tsfile<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>artifactId</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"><</span>version</span><span class="token punctuation">></span></span>0.13.0-SNAPSHOT<span class="token tag"><span class="token tag"><span class="token punctuation"></</span>version</span><span class="token punctuation">></span></span> |
| <span class="token tag"><span class="token tag"><span class="token punctuation"></</span>dependency</span><span class="token punctuation">></span></span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div><h3 id="tsfile-的使用"><a href="#tsfile-的使用" class="header-anchor">#</a> TsFile 的使用</h3> <p>本章节演示 TsFile 的详细用法。</p> <p>时序数据 (Time-series Data) |
| 一个时序是由 4 个序列组成，分别是 device, measurement, time, value。</p> <ul><li><p><strong>measurement</strong>: 时间序列描述的是一个物理或者形式的测量 (measurement)，比如：城市的温度，一些商品的销售数量或者是火车在不同时间的速度。 |
| 传统的传感器（如温度计）也采用单次测量 (measurement) 并产生时间序列，我们将在下面交替使用测量 (measurement) 和传感器。</p></li> <li><p><strong>device</strong>: 一个设备指的是一个正在进行多次测量（产生多个时间序列）的实体，例如， |
| 一列正在运行的火车监控它的速度、油表、它已经运行的英里数，当前的乘客每个都被传送到一个时间序列。</p></li></ul> <p><strong>单行数据</strong>: 在许多工业应用程序中，一个设备通常包含多个传感器，这些传感器可能同时具有多个值，这称为一行数据。</p> <p>在形式上，一行数据包含一个<code>device_id</code>，它是一个时间戳，表示从 1970 年 1 月 1 日 00:00:00 开始的毫秒数， |
| 以及由<code>measurement_id</code>和相应的<code>value</code>组成的几个数据对。一行中的所有数据对都属于这个<code>device_id</code>，并且具有相同的时间戳。 |
| 如果其中一个度量值<code>measurements</code>在某个时间戳<code>timestamp</code>没有值<code>value</code>，将使用一个空格表示（实际上 TsFile 并不存储 null 值）。 |
| 其格式如下：</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>device_id, timestamp, <measurement_id, value>... |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>示例数据如下所示。在本例中，两个度量值 (measurement) 的数据类型分别是<code>INT32</code>和<code>FLOAT</code>。</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>device_1, 1490860659000, m1, 10, m2, 12.12 |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><h4 id="写入-tsfile"><a href="#写入-tsfile" class="header-anchor">#</a> 写入 TsFile</h4> <p>TsFile 可以通过以下三个步骤生成，完整的代码参见"写入 TsFile 示例"章节。</p> <ol><li><p>构造一个<code>TsFileWriter</code>实例。</p> <p>以下是可用的构造函数：</p> <ul><li>没有预定义 schema</li></ul> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">TsFileWriter</span><span class="token punctuation">(</span><span class="token class-name">File</span> file<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><ul><li>预定义 schema</li></ul> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">TsFileWriter</span><span class="token punctuation">(</span><span class="token class-name">File</span> file<span class="token punctuation">,</span> <span class="token class-name">Schema</span> schema<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>这个是用于使用 HDFS 文件系统的。<code>TsFileOutput</code>可以是<code>HDFSOutput</code>类的一个实例。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">TsFileWriter</span><span class="token punctuation">(</span><span class="token class-name">TsFileOutput</span> output<span class="token punctuation">,</span> <span class="token class-name">Schema</span> schema<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>如果你想自己设置一些 TSFile 的配置，你可以使用<code>config</code>参数。比如：</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">TSFileConfig</span> conf <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">TSFileConfig</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| conf<span class="token punctuation">.</span><span class="token function">setTSFileStorageFs</span><span class="token punctuation">(</span><span class="token string">"HDFS"</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">TsFileWriter</span> tsFileWriter <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">TsFileWriter</span><span class="token punctuation">(</span>file<span class="token punctuation">,</span> schema<span class="token punctuation">,</span> conf<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><p>在上面的例子中，数据文件将存储在 HDFS 中，而不是本地文件系统中。如果你想在本地文件系统中存储数据文件，你可以使用<code>conf.setTSFileStorageFs("LOCAL")</code>，这也是默认的配置。</p> <p>您还可以通过<code>config.setHdfsIp(...)</code>和<code>config.setHdfsPort(...)</code>来配置 HDFS 的 IP 和端口。默认的 IP 是<code>localhost</code>，默认的<code>RPC</code>端口是<code>9000</code>.</p> <p><strong>参数：</strong></p> <ul><li>file : 写入 TsFile 数据的文件</li> <li>schema : 文件的 schemas，将在下章进行介绍</li> <li>config : TsFile 的一些配置项</li></ul></li> <li><p>添加测量值 (measurement)</p> <p>你也可以先创建一个<code>Schema</code>类的实例然后把它传递给<code>TsFileWriter</code>类的构造函数</p> <p><code>Schema</code>类保存的是一个映射关系，key 是一个 measurement 的名字，value 是 measurement schema.</p> <p>下面是一系列接口：</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token comment">// Create an empty Schema or from an existing map</span> |
| <span class="token keyword">public</span> <span class="token class-name">Schema</span><span class="token punctuation">(</span><span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token class-name">Schema</span><span class="token punctuation">(</span><span class="token class-name">Map</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">String</span><span class="token punctuation">,</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">></span></span> measurements<span class="token punctuation">)</span> |
| <span class="token comment">// Use this two interfaces to add measurements</span> |
| <span class="token keyword">public</span> <span class="token keyword">void</span> <span class="token function">registerMeasurement</span><span class="token punctuation">(</span><span class="token class-name">MeasurementSchema</span> descriptor<span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token keyword">void</span> <span class="token function">registerMeasurements</span><span class="token punctuation">(</span><span class="token class-name">Map</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">String</span><span class="token punctuation">,</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">></span></span> measurements<span class="token punctuation">)</span> |
| <span class="token comment">// Some useful getter and checker</span> |
| <span class="token keyword">public</span> <span class="token class-name">TSDataType</span> <span class="token function">getMeasurementDataType</span><span class="token punctuation">(</span><span class="token class-name">String</span> measurementId<span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token class-name">MeasurementSchema</span> <span class="token function">getMeasurementSchema</span><span class="token punctuation">(</span><span class="token class-name">String</span> measurementId<span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token class-name">Map</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">String</span><span class="token punctuation">,</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">></span></span> <span class="token function">getAllMeasurementSchema</span><span class="token punctuation">(</span><span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token keyword">boolean</span> <span class="token function">hasMeasurement</span><span class="token punctuation">(</span><span class="token class-name">String</span> measurementId<span class="token punctuation">)</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br></div></div><p>你可以在<code>TsFileWriter</code>类中使用以下接口来添加额外的测量 (measurement): |
| </p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token keyword">void</span> <span class="token function">addMeasurement</span><span class="token punctuation">(</span><span class="token class-name">MeasurementSchema</span> measurementSchema<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">WriteProcessException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p><code>MeasurementSchema</code>类保存了一个测量 (measurement) 的信息，有几个构造函数：</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">(</span><span class="token class-name">String</span> measurementId<span class="token punctuation">,</span> <span class="token class-name">TSDataType</span> type<span class="token punctuation">,</span> <span class="token class-name">TSEncoding</span> encoding<span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">(</span><span class="token class-name">String</span> measurementId<span class="token punctuation">,</span> <span class="token class-name">TSDataType</span> type<span class="token punctuation">,</span> <span class="token class-name">TSEncoding</span> encoding<span class="token punctuation">,</span> <span class="token class-name">CompressionType</span> compressionType<span class="token punctuation">)</span> |
| <span class="token keyword">public</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">(</span><span class="token class-name">String</span> measurementId<span class="token punctuation">,</span> <span class="token class-name">TSDataType</span> type<span class="token punctuation">,</span> <span class="token class-name">TSEncoding</span> encoding<span class="token punctuation">,</span> <span class="token class-name">CompressionType</span> compressionType<span class="token punctuation">,</span> |
| <span class="token class-name">Map</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">String</span><span class="token punctuation">,</span> <span class="token class-name">String</span><span class="token punctuation">></span></span> props<span class="token punctuation">)</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br></div></div><p><strong>参数：</strong> |
| </p> <ul><li><p>measurementID: 测量的名称，通常是传感器的名称。</p></li> <li><p>type: 数据类型，现在支持六种类型：<code>BOOLEAN</code>, <code>INT32</code>, <code>INT64</code>, <code>FLOAT</code>, <code>DOUBLE</code>, <code>TEXT</code>;</p></li> <li><p>encoding: 编码类型。</p></li> <li><p>compression: 压缩方式。现在支持 <code>UNCOMPRESSED</code> 和 <code>SNAPPY</code>.</p></li> <li><p>props: 特殊数据类型的属性。比如说<code>FLOAT</code>和<code>DOUBLE</code>可以设置<code>max_point_number</code>，<code>TEXT</code>可以设置<code>max_string_length</code>。 |
| 可以使用 Map 来保存键值对，比如 ("max_point_number", "3")。</p></li></ul> <blockquote><p><strong>注意：</strong> 虽然一个测量 (measurement) 的名字可以被用在多个 deltaObjects 中，但是它的参数是不允许被修改的。比如： |
| 不允许多次为同一个测量 (measurement) 名添加不同类型的编码。下面是一个错误示例：</p></blockquote> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token comment">// The measurement "sensor_1" is float type</span> |
| <span class="token function">addMeasurement</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">(</span><span class="token string">"sensor_1"</span><span class="token punctuation">,</span> <span class="token class-name">TSDataType</span><span class="token punctuation">.</span>FLOAT<span class="token punctuation">,</span> <span class="token class-name">TSEncoding</span><span class="token punctuation">.</span>RLE<span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token comment">// This call will throw a WriteProcessException exception</span> |
| <span class="token function">addMeasurement</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">MeasurementSchema</span><span class="token punctuation">(</span><span class="token string">"sensor_1"</span><span class="token punctuation">,</span> <span class="token class-name">TSDataType</span><span class="token punctuation">.</span>INT32<span class="token punctuation">,</span> <span class="token class-name">TSEncoding</span><span class="token punctuation">.</span>RLE<span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br></div></div></li> <li><p>插入和写入数据。</p> <p>使用这个接口创建一个新的<code>TSRecord</code>（时间戳和设备对）。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">TSRecord</span><span class="token punctuation">(</span><span class="token keyword">long</span> timestamp<span class="token punctuation">,</span> <span class="token class-name">String</span> deviceId<span class="token punctuation">)</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>然后创建一个<code>DataPoint</code>（度量 (measurement) 和值的对应），并使用 addTuple 方法将数据 DataPoint 添加正确的值到 TsRecord。</p> <p>用下面这种方法写</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token keyword">void</span> <span class="token function">write</span><span class="token punctuation">(</span><span class="token class-name">TSRecord</span> record<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span><span class="token punctuation">,</span> <span class="token class-name">WriteProcessException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li> <li><p>调用<code>close</code>方法来完成写入过程。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token keyword">void</span> <span class="token function">close</span><span class="token punctuation">(</span><span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li></ol> <p>我们也支持将数据写入已关闭的 TsFile 文件中。</p> <ol><li><p>使用<code>ForceAppendTsFileWriter</code>打开已经关闭的文件。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">ForceAppendTsFileWriter</span><span class="token punctuation">(</span><span class="token class-name">File</span> file<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li> <li><p>调用 <code>doTruncate</code> 去掉文件的 Metadata 部分</p></li> <li><p>使用 <code>ForceAppendTsFileWriter</code> 构造另一个<code>TsFileWriter</code></p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">TsFileWriter</span><span class="token punctuation">(</span><span class="token class-name">TsFileIOWriter</span> fileWriter<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li></ol> <p>请注意 此时需要重新添加测量值 (measurement) 再进行上述写入操作。</p> <h4 id="写入-tsfile-示例"><a href="#写入-tsfile-示例" class="header-anchor">#</a> 写入 TsFile 示例</h4> <p>您需要安装 TsFile 到本地的 Maven 仓库中。</p> <div class="language-shell line-numbers-mode"><pre class="language-shell"><code>mvn clean <span class="token function">install</span> -pl tsfile -am -DskipTests |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>如果存在<strong>非对齐</strong>的时序数据（比如：不是所有的传感器都有值），您可以通过构造** TSRecord **来写入。</p> <p>更详细的例子可以在</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileWriteWithTSRecord.java |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>中查看</p> <p>如果所有时序数据都是<strong>对齐</strong>的，您可以通过构造** Tablet **来写入数据。</p> <p>更详细的例子可以在</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileWriteWithTablet.java |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>中查看</p> <p>在已关闭的 TsFile 文件中写入新数据的详细例子可以在</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileForceAppendWrite.java |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>中查看</p> <h4 id="读取-tsfile-接口"><a href="#读取-tsfile-接口" class="header-anchor">#</a> 读取 TsFile 接口</h4> <ul><li>路径的定义</li></ul> <p>路径是一个点 (.) 分隔的字符串，它唯一地标识 TsFile 中的时间序列，例如："root.area_1.device_1.sensor_1"。 |
| 最后一部分"sensor_1"称为"measurementId"，其余部分"root.area_1.device_1"称为 deviceId。 |
| 正如之前提到的，不同设备中的相同测量 (measurement) 具有相同的数据类型和编码，设备也是唯一的。</p> <p>在 read 接口中，参数<code>paths</code>表示要选择的测量值 (measurement)。 |
| Path 实例可以很容易地通过类<code>Path</code>来构造。例如：</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">Path</span> p <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span><span class="token string">"device_1.sensor_1"</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>我们可以为查询传递一个 ArrayList 路径，以支持多个路径查询。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">List</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Path</span><span class="token punctuation">></span></span> paths <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Path</span><span class="token punctuation">></span></span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span><span class="token string">"device_1.sensor_1"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span><span class="token string">"device_1.sensor_3"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><blockquote><p><strong>注意：</strong> 在构造路径时，参数的格式应该是一个点 (.) 分隔的字符串，最后一部分是 measurement，其余部分确认为 deviceId。</p></blockquote> <ul><li><p>定义 Filter</p> <ul><li><p>使用条件过滤 |
| 在 TsFile 读取过程中使用 Filter 来选择满足一个或多个给定条件的数据。</p></li> <li><p>IExpression |
| <code>IExpression</code>是一个过滤器表达式接口，它将被传递给系统查询时调用。 |
| 我们创建一个或多个筛选器表达式，并且可以使用<code>Binary Filter Operators</code>将它们连接形成最终表达式。</p></li></ul></li> <li><p><strong>创建一个 Filter 表达式</strong></p> <p>有两种类型的过滤器。</p> <ul><li>TimeFilter: 使用时序数据中的<code>time</code>过滤。</li></ul> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div></li></ul> <p>使用以下关系获得一个<code>TimeFilter</code>对象（值是一个 long 型变量）。</p> <table><thead><tr><th>Relationship</th> <th>Description</th></tr></thead> <tbody><tr><td>TimeFilter.eq(value)</td> <td>选择时间等于值的数据</td></tr> <tr><td>TimeFilter.lt(value)</td> <td>选择时间小于值的数据</td></tr> <tr><td>TimeFilter.gt(value)</td> <td>选择时间大于值的数据</td></tr> <tr><td>TimeFilter.ltEq(value)</td> <td>选择时间小于等于值的数据</td></tr> <tr><td>TimeFilter.gtEq(value)</td> <td>选择时间大于等于值的数据</td></tr> <tr><td>TimeFilter.notEq(value)</td> <td>选择时间不等于值的数据</td></tr> <tr><td>TimeFilter.not(TimeFilter)</td> <td>选择时间不满足另一个时间过滤器的数据</td></tr></tbody></table> <ul><li>ValueFilter: 使用时序数据中的<code>value</code>过滤。</li></ul> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> valueFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">SingleSeriesExpression</span><span class="token punctuation">(</span><span class="token class-name">Path</span><span class="token punctuation">,</span> <span class="token class-name">ValueFilter</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p><code>ValueFilter</code>的用法与<code>TimeFilter</code>相同，只是需要确保值的类型等于 measurement（在路径中定义）的类型。</p> <ul><li><p><strong>Binary Filter Operators</strong></p> <p>Binary filter operators 可以用来连接两个单独的表达式。</p> <ul><li>BinaryExpression.and(Expression, Expression): 选择同时满足两个表达式的数据。</li> <li>BinaryExpression.or(Expression, Expression): 选择满足任意一个表达式值的数据。</li></ul></li></ul> <p>Filter Expression 示例</p> <ul><li><strong>TimeFilterExpression 示例</strong></li></ul> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">eq</span><span class="token punctuation">(</span><span class="token number">15</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// series time = 15</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">ltEq</span><span class="token punctuation">(</span><span class="token number">15</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// series time <= 15</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">lt</span><span class="token punctuation">(</span><span class="token number">15</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// series time < 15</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">gtEq</span><span class="token punctuation">(</span><span class="token number">15</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// series time >= 15</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">notEq</span><span class="token punctuation">(</span><span class="token number">15</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// series time != 15</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token class-name">BinaryExpression</span><span class="token punctuation">.</span><span class="token function">and</span><span class="token punctuation">(</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">gtEq</span><span class="token punctuation">(</span><span class="token number">15L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">,</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">lt</span><span class="token punctuation">(</span><span class="token number">25L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// 15 <= series time < 25</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">IExpression</span> timeFilterExpr <span class="token operator">=</span> <span class="token class-name">BinaryExpression</span><span class="token punctuation">.</span><span class="token function">or</span><span class="token punctuation">(</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">gtEq</span><span class="token punctuation">(</span><span class="token number">15L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">,</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">lt</span><span class="token punctuation">(</span><span class="token number">25L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> <span class="token comment">// series time >= 15 or series time < 25</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br></div></div><ul><li>读取接口</li></ul> <p>首先，我们打开 TsFile 并从文件路径<code>path</code>中获取一个<code>ReadOnlyTsFile</code>实例。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">TsFileSequenceReader</span> reader <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">TsFileSequenceReader</span><span class="token punctuation">(</span>path<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">ReadOnlyTsFile</span> readTsFile <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">ReadOnlyTsFile</span><span class="token punctuation">(</span>reader<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>接下来，我们准备路径数组和查询表达式，然后通过这个接口得到最终的<code>QueryExpression</code>对象：</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">QueryExpression</span> queryExpression <span class="token operator">=</span> <span class="token class-name">QueryExpression</span><span class="token punctuation">.</span><span class="token function">create</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> statement<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br></div></div><p>ReadOnlyTsFile 类有两个<code>query</code>方法来执行查询。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">public</span> <span class="token class-name">QueryDataSet</span> <span class="token function">query</span><span class="token punctuation">(</span><span class="token class-name">QueryExpression</span> queryExpression<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| <span class="token keyword">public</span> <span class="token class-name">QueryDataSet</span> <span class="token function">query</span><span class="token punctuation">(</span><span class="token class-name">QueryExpression</span> queryExpression<span class="token punctuation">,</span> <span class="token keyword">long</span> partitionStartOffset<span class="token punctuation">,</span> <span class="token keyword">long</span> partitionEndOffset<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>此方法是为高级应用（如 TsFile-Spark 连接器）设计的。</p> <ul><li><strong>参数</strong> : 对于第二个方法，添加了两个额外的参数来支持部分查询 (Partial Query): |
| <ul><li><code>partitionStartOffset</code>: TsFile 的开始偏移量</li> <li><code>partitionEndOffset</code>: TsFile 的结束偏移量</li></ul></li></ul> <blockquote><p>什么是部分查询？</p></blockquote> <blockquote><p>在一些分布式文件系统中（比如：HDFS), 文件被分成几个部分，这些部分被称为"Blocks"并存储在不同的节点中。在涉及的每个节点上并行执行查询可以提高效率。因此需要部分查询 (Partial Query)。部分查询 (Partial Query) 仅支持查询 TsFile 中被<code>QueryConstant.PARTITION_START_OFFSET</code>和<code>QueryConstant.PARTITION_END_OFFSET</code>分割的部分。</p></blockquote> <ul><li>QueryDataset 接口</li></ul> <p>上面执行的查询将返回一个<code>QueryDataset</code>对象。</p> <p>以下是一些用户常用的接口：</p> <ul><li><p><code>bool hasNext();</code></p> <p>如果该数据集仍然有数据，则返回 true。</p></li> <li><p><code>List<Path> getPaths()</code></p> <p>获取这个数据集中的路径。</p></li> <li><p><code>List<TSDataType> getDataTypes();</code></p> <p>获取数据类型。</p></li> <li><p><code>RowRecord next() throws IOException;</code></p> <p>获取下一条记录。</p> <p><code>RowRecord</code>类包含一个<code>long</code>类型的时间戳和一个<code>List<Field></code>，用于不同传感器中的数据，我们可以使用两个 getter 方法来获取它们。</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">long</span> <span class="token function">getTimestamp</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">List</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Field</span><span class="token punctuation">></span></span> <span class="token function">getFields</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div><p>要从一个字段获取数据，请使用以下方法：</p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">TSDataType</span> <span class="token function">getDataType</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">Object</span> <span class="token function">getObjectValue</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div></li></ul> <h4 id="读取现有-tsfile-示例"><a href="#读取现有-tsfile-示例" class="header-anchor">#</a> 读取现有 TsFile 示例</h4> <p>您需要安装 TsFile 到本地的 Maven 仓库中。</p> <p>有关查询语句的更详细示例，请参见 |
| <code>/example/tsfile/src/main/java/org/apache/iotdb/tsfile/TsFileRead.java</code></p> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token keyword">package</span> <span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile</span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">java<span class="token punctuation">.</span>io<span class="token punctuation">.</span></span><span class="token class-name">IOException</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">java<span class="token punctuation">.</span>util<span class="token punctuation">.</span></span><span class="token class-name">ArrayList</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span></span><span class="token class-name">ReadOnlyTsFile</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span></span><span class="token class-name">TsFileSequenceReader</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>common<span class="token punctuation">.</span></span><span class="token class-name">Path</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span></span><span class="token class-name">IExpression</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span></span><span class="token class-name">QueryExpression</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span>impl<span class="token punctuation">.</span></span><span class="token class-name">BinaryExpression</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span>impl<span class="token punctuation">.</span></span><span class="token class-name">GlobalTimeExpression</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>expression<span class="token punctuation">.</span>impl<span class="token punctuation">.</span></span><span class="token class-name">SingleSeriesExpression</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>filter<span class="token punctuation">.</span></span><span class="token class-name">TimeFilter</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>filter<span class="token punctuation">.</span></span><span class="token class-name">ValueFilter</span></span><span class="token punctuation">;</span> |
| <span class="token keyword">import</span> <span class="token import"><span class="token namespace">org<span class="token punctuation">.</span>apache<span class="token punctuation">.</span>iotdb<span class="token punctuation">.</span>tsfile<span class="token punctuation">.</span>read<span class="token punctuation">.</span>query<span class="token punctuation">.</span>dataset<span class="token punctuation">.</span></span><span class="token class-name">QueryDataSet</span></span><span class="token punctuation">;</span> |
| |
| <span class="token comment">/** |
| * The class is to show how to read TsFile file named "test.tsfile". |
| * The TsFile file "test.tsfile" is generated from class TsFileWrite. |
| * Run TsFileWrite to generate the test.tsfile first |
| */</span> |
| <span class="token keyword">public</span> <span class="token keyword">class</span> <span class="token class-name">TsFileRead</span> <span class="token punctuation">{</span> |
| <span class="token keyword">private</span> <span class="token keyword">static</span> <span class="token keyword">final</span> <span class="token class-name">String</span> DEVICE1 <span class="token operator">=</span> <span class="token string">"device_1"</span><span class="token punctuation">;</span> |
| |
| <span class="token keyword">private</span> <span class="token keyword">static</span> <span class="token keyword">void</span> <span class="token function">queryAndPrint</span><span class="token punctuation">(</span><span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Path</span><span class="token punctuation">></span></span> paths<span class="token punctuation">,</span> <span class="token class-name">ReadOnlyTsFile</span> readTsFile<span class="token punctuation">,</span> <span class="token class-name">IExpression</span> statement<span class="token punctuation">)</span> |
| <span class="token keyword">throws</span> <span class="token class-name">IOException</span> <span class="token punctuation">{</span> |
| <span class="token class-name">QueryExpression</span> queryExpression <span class="token operator">=</span> <span class="token class-name">QueryExpression</span><span class="token punctuation">.</span><span class="token function">create</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> statement<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">QueryDataSet</span> queryDataSet <span class="token operator">=</span> readTsFile<span class="token punctuation">.</span><span class="token function">query</span><span class="token punctuation">(</span>queryExpression<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token keyword">while</span> <span class="token punctuation">(</span>queryDataSet<span class="token punctuation">.</span><span class="token function">hasNext</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">)</span> <span class="token punctuation">{</span> |
| <span class="token class-name">System</span><span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span>queryDataSet<span class="token punctuation">.</span><span class="token function">next</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token punctuation">}</span> |
| <span class="token class-name">System</span><span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token string">"------------"</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token punctuation">}</span> |
| |
| <span class="token keyword">public</span> <span class="token keyword">static</span> <span class="token keyword">void</span> <span class="token function">main</span><span class="token punctuation">(</span><span class="token class-name">String</span><span class="token punctuation">[</span><span class="token punctuation">]</span> args<span class="token punctuation">)</span> <span class="token keyword">throws</span> <span class="token class-name">IOException</span> <span class="token punctuation">{</span> |
| |
| <span class="token comment">// file path</span> |
| <span class="token class-name">String</span> path <span class="token operator">=</span> <span class="token string">"test.tsfile"</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// create reader and get the readTsFile interface</span> |
| <span class="token keyword">try</span> <span class="token punctuation">(</span><span class="token class-name">TsFileSequenceReader</span> reader <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">TsFileSequenceReader</span><span class="token punctuation">(</span>path<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">ReadOnlyTsFile</span> readTsFile <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">ReadOnlyTsFile</span><span class="token punctuation">(</span>reader<span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">{</span> |
| |
| <span class="token comment">// use these paths(all sensors) for all the queries</span> |
| <span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token class-name">Path</span><span class="token punctuation">></span></span> paths <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">ArrayList</span><span class="token generics"><span class="token punctuation"><</span><span class="token punctuation">></span></span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span>DEVICE1<span class="token punctuation">,</span> <span class="token string">"sensor_1"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span>DEVICE1<span class="token punctuation">,</span> <span class="token string">"sensor_2"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| paths<span class="token punctuation">.</span><span class="token function">add</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span>DEVICE1<span class="token punctuation">,</span> <span class="token string">"sensor_3"</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// no filter, should select 1 2 3 4 6 7 8</span> |
| <span class="token function">queryAndPrint</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> readTsFile<span class="token punctuation">,</span> <span class="token keyword">null</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// time filter : 4 <= time <= 10, should select 4 6 7 8</span> |
| <span class="token class-name">IExpression</span> timeFilter <span class="token operator">=</span> |
| <span class="token class-name">BinaryExpression</span><span class="token punctuation">.</span><span class="token function">and</span><span class="token punctuation">(</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">gtEq</span><span class="token punctuation">(</span><span class="token number">4L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">,</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">ltEq</span><span class="token punctuation">(</span><span class="token number">10L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token function">queryAndPrint</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> readTsFile<span class="token punctuation">,</span> timeFilter<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// value filter : device_1.sensor_2 <= 20, should select 1 2 4 6 7</span> |
| <span class="token class-name">IExpression</span> valueFilter <span class="token operator">=</span> |
| <span class="token keyword">new</span> <span class="token class-name">SingleSeriesExpression</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span>DEVICE1<span class="token punctuation">,</span> <span class="token string">"sensor_2"</span><span class="token punctuation">)</span><span class="token punctuation">,</span> <span class="token class-name">ValueFilter</span><span class="token punctuation">.</span><span class="token function">ltEq</span><span class="token punctuation">(</span><span class="token number">20L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token function">queryAndPrint</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> readTsFile<span class="token punctuation">,</span> valueFilter<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| |
| <span class="token comment">// time filter : 4 <= time <= 10, value filter : device_1.sensor_3 >= 20, should select 4 7 8</span> |
| timeFilter <span class="token operator">=</span> |
| <span class="token class-name">BinaryExpression</span><span class="token punctuation">.</span><span class="token function">and</span><span class="token punctuation">(</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">gtEq</span><span class="token punctuation">(</span><span class="token number">4L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">,</span> |
| <span class="token keyword">new</span> <span class="token class-name">GlobalTimeExpression</span><span class="token punctuation">(</span><span class="token class-name">TimeFilter</span><span class="token punctuation">.</span><span class="token function">ltEq</span><span class="token punctuation">(</span><span class="token number">10L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| valueFilter <span class="token operator">=</span> |
| <span class="token keyword">new</span> <span class="token class-name">SingleSeriesExpression</span><span class="token punctuation">(</span><span class="token keyword">new</span> <span class="token class-name">Path</span><span class="token punctuation">(</span>DEVICE1<span class="token punctuation">,</span> <span class="token string">"sensor_3"</span><span class="token punctuation">)</span><span class="token punctuation">,</span> <span class="token class-name">ValueFilter</span><span class="token punctuation">.</span><span class="token function">gtEq</span><span class="token punctuation">(</span><span class="token number">20L</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token class-name">IExpression</span> finalFilter <span class="token operator">=</span> <span class="token class-name">BinaryExpression</span><span class="token punctuation">.</span><span class="token function">and</span><span class="token punctuation">(</span>timeFilter<span class="token punctuation">,</span> valueFilter<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token function">queryAndPrint</span><span class="token punctuation">(</span>paths<span class="token punctuation">,</span> readTsFile<span class="token punctuation">,</span> finalFilter<span class="token punctuation">)</span><span class="token punctuation">;</span> |
| <span class="token punctuation">}</span> |
| <span class="token punctuation">}</span> |
| <span class="token punctuation">}</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br><span class="line-number">24</span><br><span class="line-number">25</span><br><span class="line-number">26</span><br><span class="line-number">27</span><br><span class="line-number">28</span><br><span class="line-number">29</span><br><span class="line-number">30</span><br><span class="line-number">31</span><br><span class="line-number">32</span><br><span class="line-number">33</span><br><span class="line-number">34</span><br><span class="line-number">35</span><br><span class="line-number">36</span><br><span class="line-number">37</span><br><span class="line-number">38</span><br><span class="line-number">39</span><br><span class="line-number">40</span><br><span class="line-number">41</span><br><span class="line-number">42</span><br><span class="line-number">43</span><br><span class="line-number">44</span><br><span class="line-number">45</span><br><span class="line-number">46</span><br><span class="line-number">47</span><br><span class="line-number">48</span><br><span class="line-number">49</span><br><span class="line-number">50</span><br><span class="line-number">51</span><br><span class="line-number">52</span><br><span class="line-number">53</span><br><span class="line-number">54</span><br><span class="line-number">55</span><br><span class="line-number">56</span><br><span class="line-number">57</span><br><span class="line-number">58</span><br><span class="line-number">59</span><br><span class="line-number">60</span><br><span class="line-number">61</span><br><span class="line-number">62</span><br><span class="line-number">63</span><br><span class="line-number">64</span><br><span class="line-number">65</span><br><span class="line-number">66</span><br><span class="line-number">67</span><br><span class="line-number">68</span><br><span class="line-number">69</span><br><span class="line-number">70</span><br><span class="line-number">71</span><br><span class="line-number">72</span><br><span class="line-number">73</span><br><span class="line-number">74</span><br><span class="line-number">75</span><br></div></div><h3 id="修改-tsfile-配置项"><a href="#修改-tsfile-配置项" class="header-anchor">#</a> 修改 TsFile 配置项</h3> <div class="language-java line-numbers-mode"><pre class="language-java"><code><span class="token class-name">TSFileConfig</span> config <span class="token operator">=</span> <span class="token class-name">TSFileDescriptor</span><span class="token punctuation">.</span><span class="token function">getInstance</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">.</span><span class="token function">getConfig</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| config<span class="token punctuation">.</span><span class="token function">setXXX</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span> |
| </code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br></div></div></div> <div class="page-nav"><p class="inner"><span class="prev"> |
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