(window.webpackJsonp=window.webpackJsonp||[]).push([[497],{1068:function(t,s,a){"use strict";a.r(s);var n=a(70),e=Object(n.a)({},(function(){var t=this,s=t.$createElement,a=t._self._c||s;return a("ContentSlotsDistributor",{attrs:{"slot-key":t.$parent.slotKey}},[a("h1",{attrs:{id:"tsfile的spark连接器"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#tsfile的spark连接器"}},[t._v("#")]),t._v(" TsFile的Spark连接器")]),t._v(" "),a("h2",{attrs:{id:"_1-about-tsfile-spark-connector"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#_1-about-tsfile-spark-connector"}},[t._v("#")]),t._v(" 1. About TsFile-Spark-Connector")]),t._v(" "),a("p",[t._v("TsFile-Spark-Connector对Tsfile类型的外部数据源实现Spark的支持。 这使用户可以通过Spark读取，写入和查询Tsfile。")]),t._v(" "),a("p",[t._v("使用此连接器，您可以")]),t._v(" "),a("ul",[a("li",[t._v("从本地文件系统或hdfs加载单个TsFile到Spark")]),t._v(" "),a("li",[t._v("将本地文件系统或hdfs中特定目录中的所有文件加载到Spark中")]),t._v(" "),a("li",[t._v("将数据从Spark写入TsFile")])]),t._v(" "),a("h2",{attrs:{id:"_2-system-requirements"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#_2-system-requirements"}},[t._v("#")]),t._v(" 2. System Requirements")]),t._v(" "),a("table",[a("thead",[a("tr",[a("th",[t._v("Spark Version")]),t._v(" "),a("th",[t._v("Scala Version")]),t._v(" "),a("th",[t._v("Java Version")]),t._v(" "),a("th",[t._v("TsFile")])])]),t._v(" "),a("tbody",[a("tr",[a("td",[a("code",[t._v("2.4.3")])]),t._v(" "),a("td",[a("code",[t._v("2.11.8")])]),t._v(" "),a("td",[a("code",[t._v("1.8")])]),t._v(" "),a("td",[a("code",[t._v("0.11.1")])])])])]),t._v(" "),a("blockquote",[a("p",[t._v("注意：有关如何下载和使用TsFile的更多信息，请参见以下链接：https://github.com/apache/iotdb/tree/master/tsfile")])]),t._v(" "),a("h2",{attrs:{id:"_3-快速开始"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#_3-快速开始"}},[t._v("#")]),t._v(" 3. 快速开始")]),t._v(" "),a("h3",{attrs:{id:"本地模式"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#本地模式"}},[t._v("#")]),t._v(" 本地模式")]),t._v(" "),a("p",[t._v("在本地模式下使用TsFile-Spark-Connector启动Spark：")]),t._v(" "),a("div",{staticClass:"language- line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-text"}},[a("code",[t._v("./<spark-shell-path>  --jars  tsfile-spark-connector.jar,tsfile-0.11.1-jar-with-dependencies.jar\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br")])]),a("ul",[a("li",[t._v("<spark-shell-path>是您的spark-shell的真实路径。")]),t._v(" "),a("li",[t._v("多个jar包用逗号分隔，没有任何空格。")]),t._v(" "),a("li",[t._v("有关如何获取TsFile的信息，请参见https://github.com/apache/iotdb/tree/master/tsfile。")])]),t._v(" "),a("h3",{attrs:{id:"分布式模式"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#分布式模式"}},[t._v("#")]),t._v(" 分布式模式")]),t._v(" "),a("p",[t._v("在分布式模式下使用TsFile-Spark-Connector启动Spark（即，Spark集群通过spark-shell连接）：")]),t._v(" "),a("div",{staticClass:"language- line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-text"}},[a("code",[t._v(". /<spark-shell-path>   --jars  tsfile-spark-connector.jar,tsfile-{version}-jar-with-dependencies.jar  --master spark://ip:7077\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br")])]),a("p",[t._v("注意：")]),t._v(" "),a("ul",[a("li",[t._v("<spark-shell-path>是您的spark-shell的真实路径。")]),t._v(" "),a("li",[t._v("多个jar包用逗号分隔，没有任何空格。")]),t._v(" "),a("li",[t._v("有关如何获取TsFile的信息，请参见https://github.com/apache/iotdb/tree/master/tsfile。")])]),t._v(" "),a("h2",{attrs:{id:"_4-数据类型对应"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#_4-数据类型对应"}},[t._v("#")]),t._v(" 4. 数据类型对应")]),t._v(" "),a("table",[a("thead",[a("tr",[a("th",[t._v("TsFile数据类型")]),t._v(" "),a("th",[t._v("SparkSQL数据类型")])])]),t._v(" "),a("tbody",[a("tr",[a("td",[t._v("BOOLEAN")]),t._v(" "),a("td",[t._v("BooleanType")])]),t._v(" "),a("tr",[a("td",[t._v("INT32")]),t._v(" "),a("td",[t._v("IntegerType")])]),t._v(" "),a("tr",[a("td",[t._v("INT64")]),t._v(" "),a("td",[t._v("LongType")])]),t._v(" "),a("tr",[a("td",[t._v("FLOAT")]),t._v(" "),a("td",[t._v("FloatType")])]),t._v(" "),a("tr",[a("td",[t._v("DOUBLE")]),t._v(" "),a("td",[t._v("DoubleType")])]),t._v(" "),a("tr",[a("td",[t._v("TEXT")]),t._v(" "),a("td",[t._v("StringType")])])])]),t._v(" "),a("h2",{attrs:{id:"_5-模式推断"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#_5-模式推断"}},[t._v("#")]),t._v(" 5. 模式推断")]),t._v(" "),a("p",[t._v("显示TsFile的方式取决于架构。 以以下TsFile结构为例：TsFile模式中有三个度量：状态，温度和硬件。 这三种测量的基本信息如下：")]),t._v(" "),a("center",[a("table",{staticStyle:{"text-align":"center"}},[a("tr",[a("th",{attrs:{colspan:"2"}},[t._v("名称")]),a("th",{attrs:{colspan:"2"}},[t._v("类型")]),a("th",{attrs:{colspan:"2"}},[t._v("编码")])]),t._v(" "),a("tr",[a("td",{attrs:{colspan:"2"}},[t._v("状态")]),a("td",{attrs:{colspan:"2"}},[t._v("Boolean")]),a("td",{attrs:{colspan:"2"}},[t._v("PLAIN")])]),t._v(" "),a("tr",[a("td",{attrs:{colspan:"2"}},[t._v("温度")]),a("td",{attrs:{colspan:"2"}},[t._v("Float")]),a("td",{attrs:{colspan:"2"}},[t._v("RLE")])]),t._v(" "),a("tr",[a("td",{attrs:{colspan:"2"}},[t._v("硬件")]),a("td",{attrs:{colspan:"2"}},[t._v("Text")]),a("td",{attrs:{colspan:"2"}},[t._v("PLAIN")])])])]),t._v(" "),a("p",[t._v("TsFile中的现有数据如下：")]),t._v(" "),a("center",[a("table",{staticStyle:{"text-align":"center"}},[a("tr",[a("th",{attrs:{colspan:"4"}},[t._v("device:root.ln.wf01.wt01")]),a("th",{attrs:{colspan:"4"}},[t._v("device:root.ln.wf02.wt02")])]),t._v(" "),a("tr",[a("th",{attrs:{colspan:"2"}},[t._v("status")]),a("th",{attrs:{colspan:"2"}},[t._v("temperature")]),a("th",{attrs:{colspan:"2"}},[t._v("hardware")]),a("th",{attrs:{colspan:"2"}},[t._v("status")])]),t._v(" "),a("tr",[a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),a("td",[t._v("True")]),a("td",[t._v("1")]),a("td",[t._v("2.2")]),a("td",[t._v("2")]),a("td",[t._v('"aaa"')]),a("td",[t._v("1")]),a("td",[t._v("True")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),a("td",[t._v("True")]),a("td",[t._v("2")]),a("td",[t._v("2.2")]),a("td",[t._v("4")]),a("td",[t._v('"bbb"')]),a("td",[t._v("2")]),a("td",[t._v("False")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" False ")]),a("td",[t._v("3")]),a("td",[t._v("2.1")]),a("td",[t._v("6")]),a("td",[t._v('"ccc"')]),a("td",[t._v("4")]),a("td",[t._v("True")])])])]),t._v(" "),a("p",[t._v("相应的SparkSQL表如下：")]),t._v(" "),a("table",[a("thead",[a("tr",[a("th",[t._v("time")]),t._v(" "),a("th",[t._v("root.ln.wf02.wt02.temperature")]),t._v(" "),a("th",[t._v("root.ln.wf02.wt02.status")]),t._v(" "),a("th",[t._v("root.ln.wf02.wt02.hardware")]),t._v(" "),a("th",[t._v("root.ln.wf01.wt01.temperature")]),t._v(" "),a("th",[t._v("root.ln.wf01.wt01.status")]),t._v(" "),a("th",[t._v("root.ln.wf01.wt01.hardware")])])]),t._v(" "),a("tbody",[a("tr",[a("td",[t._v("1")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("2.2")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("false")]),t._v(" "),a("td",[t._v("aaa")]),t._v(" "),a("td",[t._v("2.2")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("2.1")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("4")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("bbb")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("false")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("6")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("ccc")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")])])])]),t._v(" "),a("p",[t._v("您还可以使用如下所示的窄表形式：（您可以参阅第6部分，了解如何使用窄表形式）")]),t._v(" "),a("table",[a("thead",[a("tr",[a("th",[t._v("time")]),t._v(" "),a("th",[t._v("device_name")]),t._v(" "),a("th",[t._v("status")]),t._v(" "),a("th",[t._v("hardware")]),t._v(" "),a("th",[t._v("temperature")])])]),t._v(" "),a("tbody",[a("tr",[a("td",[t._v("1")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt01")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("2.2")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt02")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt01")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("2.2")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt02")]),t._v(" "),a("td",[t._v("false")]),t._v(" "),a("td",[t._v("aaa")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt01")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("2.1")])]),t._v(" "),a("tr",[a("td",[t._v("4")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt02")]),t._v(" "),a("td",[t._v("true")]),t._v(" "),a("td",[t._v("bbb")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt01")]),t._v(" "),a("td",[t._v("false")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("6")]),t._v(" "),a("td",[t._v("root.ln.wf02.wt02")]),t._v(" "),a("td",[t._v("null")]),t._v(" "),a("td",[t._v("ccc")]),t._v(" "),a("td",[t._v("null")])])])]),t._v(" "),a("h2",{attrs:{id:"_6-scala-api"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#_6-scala-api"}},[t._v("#")]),t._v(" 6. Scala API")]),t._v(" "),a("p",[t._v("注意：请记住预先分配必要的读写权限。")]),t._v(" "),a("h3",{attrs:{id:"示例1-从本地文件系统读取"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#示例1-从本地文件系统读取"}},[t._v("#")]),t._v(" 示例1：从本地文件系统读取")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" wide_df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("  \nwide_df"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" narrow_df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("  \nnarrow_df"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br"),a("span",{staticClass:"line-number"},[t._v("6")]),a("br")])]),a("h3",{attrs:{id:"示例2-从hadoop文件系统读取"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#示例2-从hadoop文件系统读取"}},[t._v("#")]),t._v(" 示例2：从hadoop文件系统读取")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" wide_df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \nwide_df"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" narrow_df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("  \nnarrow_df"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br"),a("span",{staticClass:"line-number"},[t._v("6")]),a("br")])]),a("h3",{attrs:{id:"示例3-从特定目录读取"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#示例3-从特定目录读取"}},[t._v("#")]),t._v(" 示例3：从特定目录读取")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/usr/hadoop"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br")])]),a("p",[t._v("注1：现在不支持目录中所有TsFile的全局时间排序。")]),t._v(" "),a("p",[t._v("注2：具有相同名称的度量应具有相同的架构。")]),t._v(" "),a("h3",{attrs:{id:"示例4-广泛形式的查询"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#示例4-广泛形式的查询"}},[t._v("#")]),t._v(" 示例4：广泛形式的查询")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("createOrReplaceTempView"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"tsfile_table"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" newDf "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("sql"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"select * from tsfile_table where `device_1.sensor_1`>0 and `device_1.sensor_2` < 22"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\nnewDf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br")])]),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("createOrReplaceTempView"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"tsfile_table"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" newDf "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("sql"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"select count(*) from tsfile_table"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\nnewDf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br")])]),a("h3",{attrs:{id:"示例5-缩小形式的查询"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#示例5-缩小形式的查询"}},[t._v("#")]),t._v(" 示例5：缩小形式的查询")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("createOrReplaceTempView"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"tsfile_table"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" newDf "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("sql"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v("\"select * from tsfile_table where device_name = 'root.ln.wf02.wt02' and temperature > 5\"")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\nnewDf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br")])]),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("createOrReplaceTempView"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"tsfile_table"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" newDf "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("sql"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"select count(*) from tsfile_table"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\nnewDf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br")])]),a("h3",{attrs:{id:"例6-写宽格式"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#例6-写宽格式"}},[t._v("#")]),t._v(" 例6：写宽格式")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token comment"}},[t._v("// we only support wide_form table to write")]),t._v("\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("write"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/output"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\n\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" newDf "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/output"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\nnewDf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br"),a("span",{staticClass:"line-number"},[t._v("6")]),a("br"),a("span",{staticClass:"line-number"},[t._v("7")]),a("br"),a("span",{staticClass:"line-number"},[t._v("8")]),a("br"),a("span",{staticClass:"line-number"},[t._v("9")]),a("br")])]),a("h2",{attrs:{id:"例6-写窄格式"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#例6-写窄格式"}},[t._v("#")]),t._v(" 例6：写窄格式")]),t._v(" "),a("div",{staticClass:"language-scala line-numbers-mode"},[a("pre",{pre:!0,attrs:{class:"language-scala"}},[a("code",[a("span",{pre:!0,attrs:{class:"token comment"}},[t._v("// we only support wide_form table to write")]),t._v("\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("import")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token namespace"}},[t._v("org"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("apache"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("iotdb"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")])]),t._v("_\n\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" df "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/test.tsfile"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v(" \ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\ndf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("write"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/output"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\n\n"),a("span",{pre:!0,attrs:{class:"token keyword"}},[t._v("val")]),t._v(" newDf "),a("span",{pre:!0,attrs:{class:"token operator"}},[t._v("=")]),t._v(" spark"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("read"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("tsfile"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v("(")]),a("span",{pre:!0,attrs:{class:"token string"}},[t._v('"hdfs://localhost:9000/output"')]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(",")]),t._v(" "),a("span",{pre:!0,attrs:{class:"token boolean"}},[t._v("true")]),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(")")]),t._v("\nnewDf"),a("span",{pre:!0,attrs:{class:"token punctuation"}},[t._v(".")]),t._v("show\n")])]),t._v(" "),a("div",{staticClass:"line-numbers-wrapper"},[a("span",{staticClass:"line-number"},[t._v("1")]),a("br"),a("span",{staticClass:"line-number"},[t._v("2")]),a("br"),a("span",{staticClass:"line-number"},[t._v("3")]),a("br"),a("span",{staticClass:"line-number"},[t._v("4")]),a("br"),a("span",{staticClass:"line-number"},[t._v("5")]),a("br"),a("span",{staticClass:"line-number"},[t._v("6")]),a("br"),a("span",{staticClass:"line-number"},[t._v("7")]),a("br"),a("span",{staticClass:"line-number"},[t._v("8")]),a("br"),a("span",{staticClass:"line-number"},[t._v("9")]),a("br")])]),a("h2",{attrs:{id:"附录a-模式推断的旧设计"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#附录a-模式推断的旧设计"}},[t._v("#")]),t._v(" 附录A：模式推断的旧设计")]),t._v(" "),a("p",[t._v("显示TsFile的方式与TsFile Schema有关。 以以下TsFile结构为例：TsFile架构中有三个度量：状态，温度和硬件。 这三个度量的基本信息如下：")]),t._v(" "),a("center",[a("table",{staticStyle:{"text-align":"center"}},[a("tr",[a("th",{attrs:{colspan:"2"}},[t._v("名称")]),a("th",{attrs:{colspan:"2"}},[t._v("类型")]),a("th",{attrs:{colspan:"2"}},[t._v("编码")])]),t._v(" "),a("tr",[a("td",{attrs:{colspan:"2"}},[t._v("状态")]),a("td",{attrs:{colspan:"2"}},[t._v("Boolean")]),a("td",{attrs:{colspan:"2"}},[t._v("PLAIN")])]),t._v(" "),a("tr",[a("td",{attrs:{colspan:"2"}},[t._v("温度")]),a("td",{attrs:{colspan:"2"}},[t._v("Float")]),a("td",{attrs:{colspan:"2"}},[t._v("RLE")])]),t._v(" "),a("tr",[a("td",{attrs:{colspan:"2"}},[t._v("硬件")]),a("td",{attrs:{colspan:"2"}},[t._v("Text")]),a("td",{attrs:{colspan:"2"}},[t._v("PLAIN")])])]),t._v(" "),a("span",[t._v("测量的基本信息")])]),t._v(" "),a("p",[t._v("文件中的现有数据如下：")]),t._v(" "),a("center",[a("table",{staticStyle:{"text-align":"center"}},[a("tr",[a("th",{attrs:{colspan:"4"}},[t._v("delta\\_object:root.ln.wf01.wt01")]),a("th",{attrs:{colspan:"4"}},[t._v("delta\\_object:root.ln.wf02.wt02")]),a("th",{attrs:{colspan:"4"}},[t._v("delta\\_object:root.sgcc.wf03.wt01")])]),t._v(" "),a("tr",[a("th",{attrs:{colspan:"2"}},[t._v("status")]),a("th",{attrs:{colspan:"2"}},[t._v("temperature")]),a("th",{attrs:{colspan:"2"}},[t._v("hardware")]),a("th",{attrs:{colspan:"2"}},[t._v("status")]),a("th",{attrs:{colspan:"2"}},[t._v("status")]),a("th",{attrs:{colspan:"2"}},[t._v("temperature")])]),t._v(" "),a("tr",[a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")]),a("th",[t._v("time")]),a("th",[t._v("value")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),a("td",[t._v("True")]),a("td",[t._v("1")]),a("td",[t._v("2.2")]),a("td",[t._v("2")]),a("td",[t._v('"aaa"')]),a("td",[t._v("1")]),a("td",[t._v("True")]),a("td",[t._v("2")]),a("td",[t._v("True")]),a("td",[t._v("3")]),a("td",[t._v("3.3")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),a("td",[t._v("True")]),a("td",[t._v("2")]),a("td",[t._v("2.2")]),a("td",[t._v("4")]),a("td",[t._v('"bbb"')]),a("td",[t._v("2")]),a("td",[t._v("False")]),a("td",[t._v("3")]),a("td",[t._v("True")]),a("td",[t._v("6")]),a("td",[t._v("6.6")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" False ")]),a("td",[t._v("3")]),a("td",[t._v("2.1")]),a("td",[t._v("6")]),a("td",[t._v('"ccc"')]),a("td",[t._v("4")]),a("td",[t._v("True")]),a("td",[t._v("4")]),a("td",[t._v("True")]),a("td",[t._v("8")]),a("td",[t._v("8.8")])]),t._v(" "),a("tr",[a("td",[t._v("7")]),a("td",[t._v(" True ")]),a("td",[t._v("4")]),a("td",[t._v("2.0")]),a("td",[t._v("8")]),a("td",[t._v('"ddd"')]),a("td",[t._v("5")]),a("td",[t._v("False")]),a("td",[t._v("6")]),a("td",[t._v("True")]),a("td",[t._v("9")]),a("td",[t._v("9.9")])])]),t._v(" "),a("span",[t._v("一组时间序列数据")])]),t._v(" "),a("p",[t._v("有两种显示方法：")]),t._v(" "),a("h4",{attrs:{id:"默认方式"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#默认方式"}},[t._v("#")]),t._v(" 默认方式")]),t._v(" "),a("p",[t._v("将创建两列来存储设备的完整路径：time（LongType）和delta_object（StringType）。")]),t._v(" "),a("ul",[a("li",[a("code",[t._v("time")]),t._v("：时间戳记，LongType")]),t._v(" "),a("li",[a("code",[t._v("delta_object")]),t._v("：Delta_object ID，StringType")])]),t._v(" "),a("p",[t._v("接下来，为每个度量创建一列以存储特定数据。 SparkSQL表结构如下：")]),t._v(" "),a("center",[a("table",{staticStyle:{"text-align":"center"}},[a("tr",[a("th",[t._v("time(LongType)")]),a("th",[t._v(" delta\\_object(StringType)")]),a("th",[t._v("status(BooleanType)")]),a("th",[t._v("temperature(FloatType)")]),a("th",[t._v("hardware(StringType)")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),a("td",[t._v(" root.ln.wf01.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("2.2")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),a("td",[t._v(" root.ln.wf02.wt02 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),a("td",[t._v(" root.ln.wf01.wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("2.2")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),a("td",[t._v(" root.ln.wf02.wt02 ")]),a("td",[t._v("False")]),a("td",[t._v("null")]),a("td",[t._v('"aaa"')])]),t._v(" "),a("tr",[a("td",[t._v("2")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),a("td",[t._v(" root.ln.wf01.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("2.1")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("3.3")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("4")]),a("td",[t._v(" root.ln.wf01.wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("2.0")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("4")]),a("td",[t._v(" root.ln.wf02.wt02 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v('"bbb"')])]),t._v(" "),a("tr",[a("td",[t._v("4")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" root.ln.wf01.wt01 ")]),a("td",[t._v("False")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" root.ln.wf02.wt02 ")]),a("td",[t._v("False")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("6")]),a("td",[t._v(" root.ln.wf02.wt02 ")]),a("td",[t._v("null")]),a("td",[t._v("null")]),a("td",[t._v('"ccc"')])]),t._v(" "),a("tr",[a("td",[t._v("6")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("6.6")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("7")]),a("td",[t._v(" root.ln.wf01.wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("8")]),a("td",[t._v(" root.ln.wf02.wt02 ")]),a("td",[t._v("null")]),a("td",[t._v("null")]),a("td",[t._v('"ddd"')])]),t._v(" "),a("tr",[a("td",[t._v("8")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("8.8")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("9")]),a("td",[t._v(" root.sgcc.wf03.wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("9.9")]),a("td",[t._v("null")])])])]),t._v(" "),a("h4",{attrs:{id:"展开delta-object列"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#展开delta-object列"}},[t._v("#")]),t._v(" 展开delta_object列")]),t._v(" "),a("p",[t._v("通过“。”将设备列展开为多个列，忽略根目录“root”。方便进行更丰富的聚合操作。如果用户想使用这种显示方式，需要在表创建语句中设置参数“delta_object_name”(参考本手册5.1节中的示例5)，在本例中，将参数“delta_object_name”设置为“root.device.turbine”。路径层的数量必须是一对一的。此时，除了“根”层之外，为设备路径的每一层创建一列。列名是参数中的名称，值是设备相应层的名称。接下来，将为每个度量创建一个列来存储特定的数据。")]),t._v(" "),a("p",[t._v("那么SparkSQL表结构如下:")]),t._v(" "),a("center",[a("table",{staticStyle:{"text-align":"center"}},[a("tr",[a("th",[t._v("time(LongType)")]),a("th",[t._v(" group(StringType)")]),a("th",[t._v(" field(StringType)")]),a("th",[t._v(" device(StringType)")]),a("th",[t._v("status(BooleanType)")]),a("th",[t._v("temperature(FloatType)")]),a("th",[t._v("hardware(StringType)")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf01 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("2.2")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("1")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf02 ")]),a("td",[t._v(" wt02 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf01 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("2.2")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("2")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf02 ")]),a("td",[t._v(" wt02 ")]),a("td",[t._v("False")]),a("td",[t._v("null")]),a("td",[t._v('"aaa"')])]),t._v(" "),a("tr",[a("td",[t._v("2")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf01 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("2.1")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("3")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("3.3")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("4")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf01 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("2.0")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("4")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf02 ")]),a("td",[t._v(" wt02 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v('"bbb"')])]),t._v(" "),a("tr",[a("td",[t._v("4")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf01 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("False")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf02 ")]),a("td",[t._v(" wt02 ")]),a("td",[t._v("False")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("5")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("6")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf02 ")]),a("td",[t._v(" wt02 ")]),a("td",[t._v("null")]),a("td",[t._v("null")]),a("td",[t._v('"ccc"')])]),t._v(" "),a("tr",[a("td",[t._v("6")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("6.6")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("7")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf01 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("True")]),a("td",[t._v("null")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("8")]),a("td",[t._v(" ln ")]),a("td",[t._v(" wf02 ")]),a("td",[t._v(" wt02 ")]),a("td",[t._v("null")]),a("td",[t._v("null")]),a("td",[t._v('"ddd"')])]),t._v(" "),a("tr",[a("td",[t._v("8")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("8.8")]),a("td",[t._v("null")])]),t._v(" "),a("tr",[a("td",[t._v("9")]),a("td",[t._v(" sgcc ")]),a("td",[t._v(" wf03 ")]),a("td",[t._v(" wt01 ")]),a("td",[t._v("null")]),a("td",[t._v("9.9")]),a("td",[t._v("null")])])])]),t._v(" "),a("p",[t._v("TsFile-Spark-Connector可以通过SparkSQL在SparkSQL中以表的形式显示一个或多个tsfile。它还允许用户指定一个目录或使用通配符来匹配多个目录。如果有多个tsfile，那么所有tsfile中的度量值的并集将保留在表中，并且具有相同名称的度量值在默认情况下具有相同的数据类型。注意，如果存在名称相同但数据类型不同的情况，TsFile-Spark-Connector将不能保证结果的正确性。")]),t._v(" "),a("p",[t._v("写入过程是将数据aframe写入一个或多个tsfile。默认情况下，需要包含两个列:time和delta_object。其余的列用作测量。如果用户希望将第二个表结构写回TsFile，可以设置“delta_object_name”参数(请参阅本手册5.1节的5.1节)。")]),t._v(" "),a("h2",{attrs:{id:"附录b-旧注"}},[a("a",{staticClass:"header-anchor",attrs:{href:"#附录b-旧注"}},[t._v("#")]),t._v(" 附录B：旧注")]),t._v(" "),a("p",[t._v("注意：检查Spark根目录中的jar软件包，并将libthrift-0.9.2.jar和libfb303-0.9.2.jar分别替换为libthrift-0.9.1.jar和libfb303-0.9.1.jar。")])],1)}),[],!1,null,null,null);s.default=e.exports}}]);