blob: 6a9f7f2520ca05b5fed3d34f2b368c20db99c101 [file] [log] [blame]
(window.webpackJsonp=window.webpackJsonp||[]).push([[485],{882:function(e,s,a){"use strict";a.r(s);var t=a(29),n=Object(t.a)({},(function(){var e=this,s=e._self._c;return s("ContentSlotsDistributor",{attrs:{"slot-key":e.$parent.slotKey}},[s("h2",{attrs:{id:"hive-tsfile"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#hive-tsfile"}},[e._v("#")]),e._v(" Hive-TsFile")]),e._v(" "),s("h3",{attrs:{id:"什么是-tsfile-的-hive-连接器"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#什么是-tsfile-的-hive-连接器"}},[e._v("#")]),e._v(" 什么是 TsFile 的 Hive 连接器")]),e._v(" "),s("p",[e._v("TsFile 的 Hive 连接器实现了对 Hive 读取外部 Tsfile 类型的文件格式的支持,\n使用户能够通过 Hive 操作 Tsfile。")]),e._v(" "),s("p",[e._v("有了这个连接器,用户可以")]),e._v(" "),s("ul",[s("li",[e._v("将单个 Tsfile 文件加载进 Hive,不论文件是存储在本地文件系统或者是 HDFS 中")]),e._v(" "),s("li",[e._v("将某个特定目录下的所有文件加载进 Hive,不论文件是存储在本地文件系统或者是 HDFS 中")]),e._v(" "),s("li",[e._v("使用 HQL 查询 tsfile")]),e._v(" "),s("li",[e._v("到现在为止,写操作在 hive-connector 中还没有被支持。所以,HQL 中的 insert 操作是不被允许的")])]),e._v(" "),s("h3",{attrs:{id:"系统环境要求"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#系统环境要求"}},[e._v("#")]),e._v(" 系统环境要求")]),e._v(" "),s("table",[s("thead",[s("tr",[s("th",[e._v("Hadoop Version")]),e._v(" "),s("th",[e._v("Hive Version")]),e._v(" "),s("th",[e._v("Java Version")]),e._v(" "),s("th",[e._v("TsFile")])])]),e._v(" "),s("tbody",[s("tr",[s("td",[s("code",[e._v("2.7.3")]),e._v(" or "),s("code",[e._v("3.2.1")])]),e._v(" "),s("td",[s("code",[e._v("2.3.6")]),e._v(" or "),s("code",[e._v("3.1.2")])]),e._v(" "),s("td",[s("code",[e._v("1.8")])]),e._v(" "),s("td",[s("code",[e._v("0.14.0-SNAPSHOT+")])])])])]),e._v(" "),s("h3",{attrs:{id:"数据类型对应关系"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#数据类型对应关系"}},[e._v("#")]),e._v(" 数据类型对应关系")]),e._v(" "),s("table",[s("thead",[s("tr",[s("th",[e._v("TsFile 数据类型")]),e._v(" "),s("th",[e._v("Hive 数据类型")])])]),e._v(" "),s("tbody",[s("tr",[s("td",[e._v("BOOLEAN")]),e._v(" "),s("td",[e._v("Boolean")])]),e._v(" "),s("tr",[s("td",[e._v("INT32")]),e._v(" "),s("td",[e._v("INT")])]),e._v(" "),s("tr",[s("td",[e._v("INT64")]),e._v(" "),s("td",[e._v("BIGINT")])]),e._v(" "),s("tr",[s("td",[e._v("FLOAT")]),e._v(" "),s("td",[e._v("Float")])]),e._v(" "),s("tr",[s("td",[e._v("DOUBLE")]),e._v(" "),s("td",[e._v("Double")])]),e._v(" "),s("tr",[s("td",[e._v("TEXT")]),e._v(" "),s("td",[e._v("STRING")])])])]),e._v(" "),s("h3",{attrs:{id:"为-hive-添加依赖-jar-包"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#为-hive-添加依赖-jar-包"}},[e._v("#")]),e._v(" 为 Hive 添加依赖 jar 包")]),e._v(" "),s("p",[e._v("为了在 Hive 中使用 Tsfile 的 hive 连接器,我们需要把 hive 连接器的 jar 导入进 hive。")]),e._v(" "),s("p",[e._v("从 "),s("a",{attrs:{href:"https://github.com/apache/iotdb",target:"_blank",rel:"noopener noreferrer"}},[e._v("https://github.com/apache/iotdb"),s("OutboundLink")],1),e._v("下载完 iotdb 后,你可以使用 "),s("code",[e._v("mvn clean package -pl hive-connector -am -Dmaven.test.skip=true -P get-jar-with-dependencies")]),e._v("命令得到一个 "),s("code",[e._v("hive-connector-X.X.X-SNAPSHOT-jar-with-dependencies.jar")]),e._v("。")]),e._v(" "),s("p",[e._v("然后在 hive 的命令行中,使用"),s("code",[e._v("add jar XXX")]),e._v("命令添加依赖。例如:")]),e._v(" "),s("div",{staticClass:"language-shell line-numbers-mode"},[s("pre",{pre:!0,attrs:{class:"language-shell"}},[s("code",[e._v("hive"),s("span",{pre:!0,attrs:{class:"token operator"}},[e._v(">")]),e._v(" "),s("span",{pre:!0,attrs:{class:"token function"}},[e._v("add")]),e._v(" jar /Users/hive/iotdb/hive-connector/target/hive-connector-0.14.0-SNAPSHOT-jar-with-dependencies.jar"),s("span",{pre:!0,attrs:{class:"token punctuation"}},[e._v(";")]),e._v("\n\nAdded "),s("span",{pre:!0,attrs:{class:"token punctuation"}},[e._v("[")]),e._v("/Users/hive/iotdb/hive-connector/target/hive-connector-0.14.0-SNAPSHOT-jar-with-dependencies.jar"),s("span",{pre:!0,attrs:{class:"token punctuation"}},[e._v("]")]),e._v(" to class path\nAdded resources: "),s("span",{pre:!0,attrs:{class:"token punctuation"}},[e._v("[")]),e._v("/Users/hive/iotdb/hive-connector/target/hive-connector-0.14.0-SNAPSHOT-jar-with-dependencies.jar"),s("span",{pre:!0,attrs:{class:"token punctuation"}},[e._v("]")]),e._v("\n")])]),e._v(" "),s("div",{staticClass:"line-numbers-wrapper"},[s("span",{staticClass:"line-number"},[e._v("1")]),s("br"),s("span",{staticClass:"line-number"},[e._v("2")]),s("br"),s("span",{staticClass:"line-number"},[e._v("3")]),s("br"),s("span",{staticClass:"line-number"},[e._v("4")]),s("br")])]),s("h3",{attrs:{id:"创建-tsfile-backed-的-hive-表"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#创建-tsfile-backed-的-hive-表"}},[e._v("#")]),e._v(" 创建 Tsfile-backed 的 Hive 表")]),e._v(" "),s("p",[e._v("为了创建一个 Tsfile-backed 的表,需要将"),s("code",[e._v("serde")]),e._v("指定为"),s("code",[e._v("org.apache.iotdb.hive.TsFileSerDe")]),e._v(",\n将"),s("code",[e._v("inputformat")]),e._v("指定为"),s("code",[e._v("org.apache.iotdb.hive.TSFHiveInputFormat")]),e._v(",\n将"),s("code",[e._v("outputformat")]),e._v("指定为"),s("code",[e._v("org.apache.iotdb.hive.TSFHiveOutputFormat")]),e._v("。")]),e._v(" "),s("p",[e._v("同时要提供一个只包含两个字段的 Schema,这两个字段分别是"),s("code",[e._v("time_stamp")]),e._v("和"),s("code",[e._v("sensor_id")]),e._v("。\n"),s("code",[e._v("time_stamp")]),e._v("代表的是时间序列的时间值,"),s("code",[e._v("sensor_id")]),e._v("是你想要从 tsfile 文件中提取出来分析的传感器名称,比如说"),s("code",[e._v("sensor_1")]),e._v("。\n表的名字可以是 hive 所支持的任何表名。")]),e._v(" "),s("p",[e._v("需要提供一个路径供 hive-connector 从其中拉取最新的数据。")]),e._v(" "),s("p",[e._v("这个路径必须是一个指定的文件夹,这个文件夹可以在你的本地文件系统上,也可以在 HDFS 上,如果你启动了 Hadoop 的话。\n如果是本地文件系统,要以这样的形式"),s("code",[e._v("file:///data/data/sequence/root.baic2.WWS.leftfrontdoor/")])]),e._v(" "),s("p",[e._v("最后需要在"),s("code",[e._v("TBLPROPERTIES")]),e._v("里指明"),s("code",[e._v("device_id")])]),e._v(" "),s("p",[e._v("例如:")]),e._v(" "),s("div",{staticClass:"language- line-numbers-mode"},[s("pre",{pre:!0,attrs:{class:"language-text"}},[s("code",[e._v("CREATE EXTERNAL TABLE IF NOT EXISTS only_sensor_1(\n time_stamp TIMESTAMP,\n sensor_1 BIGINT)\nROW FORMAT SERDE 'org.apache.iotdb.hive.TsFileSerDe'\nSTORED AS\n INPUTFORMAT 'org.apache.iotdb.hive.TSFHiveInputFormat'\n OUTPUTFORMAT 'org.apache.iotdb.hive.TSFHiveOutputFormat'\nLOCATION '/data/data/sequence/root.baic2.WWS.leftfrontdoor/'\nTBLPROPERTIES ('device_id'='root.baic2.WWS.leftfrontdoor.plc1');\n")])]),e._v(" "),s("div",{staticClass:"line-numbers-wrapper"},[s("span",{staticClass:"line-number"},[e._v("1")]),s("br"),s("span",{staticClass:"line-number"},[e._v("2")]),s("br"),s("span",{staticClass:"line-number"},[e._v("3")]),s("br"),s("span",{staticClass:"line-number"},[e._v("4")]),s("br"),s("span",{staticClass:"line-number"},[e._v("5")]),s("br"),s("span",{staticClass:"line-number"},[e._v("6")]),s("br"),s("span",{staticClass:"line-number"},[e._v("7")]),s("br"),s("span",{staticClass:"line-number"},[e._v("8")]),s("br"),s("span",{staticClass:"line-number"},[e._v("9")]),s("br")])]),s("p",[e._v("在这个例子里,我们从"),s("code",[e._v("/data/data/sequence/root.baic2.WWS.leftfrontdoor/")]),e._v("中拉取"),s("code",[e._v("root.baic2.WWS.leftfrontdoor.plc1.sensor_1")]),e._v("的数据。\n这个表可能产生如下描述:")]),e._v(" "),s("div",{staticClass:"language- line-numbers-mode"},[s("pre",{pre:!0,attrs:{class:"language-text"}},[s("code",[e._v("hive> describe only_sensor_1;\nOK\ntime_stamp \ttimestamp \tfrom deserializer\nsensor_1 \tbigint \tfrom deserializer\nTime taken: 0.053 seconds, Fetched: 2 row(s)\n")])]),e._v(" "),s("div",{staticClass:"line-numbers-wrapper"},[s("span",{staticClass:"line-number"},[e._v("1")]),s("br"),s("span",{staticClass:"line-number"},[e._v("2")]),s("br"),s("span",{staticClass:"line-number"},[e._v("3")]),s("br"),s("span",{staticClass:"line-number"},[e._v("4")]),s("br"),s("span",{staticClass:"line-number"},[e._v("5")]),s("br")])]),s("p",[e._v("到目前为止,Tsfile-backed 的表已经可以像 hive 中其他表一样被操作了。")]),e._v(" "),s("h3",{attrs:{id:"从-tsfile-backed-的-hive-表中查询"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#从-tsfile-backed-的-hive-表中查询"}},[e._v("#")]),e._v(" 从 Tsfile-backed 的 Hive 表中查询")]),e._v(" "),s("p",[e._v("在做任何查询之前,我们需要通过如下命令,在 hive 中设置"),s("code",[e._v("hive.input.format")]),e._v(":")]),e._v(" "),s("div",{staticClass:"language- line-numbers-mode"},[s("pre",{pre:!0,attrs:{class:"language-text"}},[s("code",[e._v("hive> set hive.input.format=org.apache.hadoop.hive.ql.io.HiveInputFormat;\n")])]),e._v(" "),s("div",{staticClass:"line-numbers-wrapper"},[s("span",{staticClass:"line-number"},[e._v("1")]),s("br")])]),s("p",[e._v("现在,我们已经在 hive 中有了一个名为"),s("code",[e._v("only_sensor_1")]),e._v("的外部表。\n我们可以使用 HQL 做任何查询来分析其中的数据。")]),e._v(" "),s("p",[e._v("例如:")]),e._v(" "),s("h4",{attrs:{id:"选择查询语句示例"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#选择查询语句示例"}},[e._v("#")]),e._v(" 选择查询语句示例")]),e._v(" "),s("div",{staticClass:"language- line-numbers-mode"},[s("pre",{pre:!0,attrs:{class:"language-text"}},[s("code",[e._v("hive> select * from only_sensor_1 limit 10;\nOK\n1\t1000000\n2\t1000001\n3\t1000002\n4\t1000003\n5\t1000004\n6\t1000005\n7\t1000006\n8\t1000007\n9\t1000008\n10\t1000009\nTime taken: 1.464 seconds, Fetched: 10 row(s)\n")])]),e._v(" "),s("div",{staticClass:"line-numbers-wrapper"},[s("span",{staticClass:"line-number"},[e._v("1")]),s("br"),s("span",{staticClass:"line-number"},[e._v("2")]),s("br"),s("span",{staticClass:"line-number"},[e._v("3")]),s("br"),s("span",{staticClass:"line-number"},[e._v("4")]),s("br"),s("span",{staticClass:"line-number"},[e._v("5")]),s("br"),s("span",{staticClass:"line-number"},[e._v("6")]),s("br"),s("span",{staticClass:"line-number"},[e._v("7")]),s("br"),s("span",{staticClass:"line-number"},[e._v("8")]),s("br"),s("span",{staticClass:"line-number"},[e._v("9")]),s("br"),s("span",{staticClass:"line-number"},[e._v("10")]),s("br"),s("span",{staticClass:"line-number"},[e._v("11")]),s("br"),s("span",{staticClass:"line-number"},[e._v("12")]),s("br"),s("span",{staticClass:"line-number"},[e._v("13")]),s("br")])]),s("h4",{attrs:{id:"聚合查询语句示例"}},[s("a",{staticClass:"header-anchor",attrs:{href:"#聚合查询语句示例"}},[e._v("#")]),e._v(" 聚合查询语句示例")]),e._v(" "),s("div",{staticClass:"language- line-numbers-mode"},[s("pre",{pre:!0,attrs:{class:"language-text"}},[s("code",[e._v("hive> select count(*) from only_sensor_1;\nWARNING: Hive-on-MR is deprecated in Hive 2 and may not be available in the future versions. Consider using a different execution engine (i.e. spark, tez) or using Hive 1.X releases.\nQuery ID = jackietien_20191016202416_d1e3e233-d367-4453-b39a-2aac9327a3b6\nTotal jobs = 1\nLaunching Job 1 out of 1\nNumber of reduce tasks determined at compile time: 1\nIn order to change the average load for a reducer (in bytes):\n set hive.exec.reducers.bytes.per.reducer=<number>\nIn order to limit the maximum number of reducers:\n set hive.exec.reducers.max=<number>\nIn order to set a constant number of reducers:\n set mapreduce.job.reduces=<number>\nJob running in-process (local Hadoop)\n2019-10-16 20:24:18,305 Stage-1 map = 0%, reduce = 0%\n2019-10-16 20:24:27,443 Stage-1 map = 100%, reduce = 100%\nEnded Job = job_local867757288_0002\nMapReduce Jobs Launched:\nStage-Stage-1: HDFS Read: 0 HDFS Write: 0 SUCCESS\nTotal MapReduce CPU Time Spent: 0 msec\nOK\n1000000\nTime taken: 11.334 seconds, Fetched: 1 row(s)\n")])]),e._v(" "),s("div",{staticClass:"line-numbers-wrapper"},[s("span",{staticClass:"line-number"},[e._v("1")]),s("br"),s("span",{staticClass:"line-number"},[e._v("2")]),s("br"),s("span",{staticClass:"line-number"},[e._v("3")]),s("br"),s("span",{staticClass:"line-number"},[e._v("4")]),s("br"),s("span",{staticClass:"line-number"},[e._v("5")]),s("br"),s("span",{staticClass:"line-number"},[e._v("6")]),s("br"),s("span",{staticClass:"line-number"},[e._v("7")]),s("br"),s("span",{staticClass:"line-number"},[e._v("8")]),s("br"),s("span",{staticClass:"line-number"},[e._v("9")]),s("br"),s("span",{staticClass:"line-number"},[e._v("10")]),s("br"),s("span",{staticClass:"line-number"},[e._v("11")]),s("br"),s("span",{staticClass:"line-number"},[e._v("12")]),s("br"),s("span",{staticClass:"line-number"},[e._v("13")]),s("br"),s("span",{staticClass:"line-number"},[e._v("14")]),s("br"),s("span",{staticClass:"line-number"},[e._v("15")]),s("br"),s("span",{staticClass:"line-number"},[e._v("16")]),s("br"),s("span",{staticClass:"line-number"},[e._v("17")]),s("br"),s("span",{staticClass:"line-number"},[e._v("18")]),s("br"),s("span",{staticClass:"line-number"},[e._v("19")]),s("br"),s("span",{staticClass:"line-number"},[e._v("20")]),s("br"),s("span",{staticClass:"line-number"},[e._v("21")]),s("br"),s("span",{staticClass:"line-number"},[e._v("22")]),s("br")])])])}),[],!1,null,null,null);s.default=n.exports}}]);