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建设网站功能,花垣网站建设,网站外接,建设网站账号密码不区分大小写视频教程#xff1a;哔哩哔哩网站#xff1a;黑马大数据Hadoop入门视频教程 总时长#xff1a;14:22:04教程资源: https://pan.baidu.com/s/1WYgyI3KgbzKzFD639lA-_g 提取码: 6666【P001-P017】大数据Hadoop教程-学习笔记01【大数据导论与Linux基础】【17p】【P018-P037】大… 视频教程哔哩哔哩网站黑马大数据Hadoop入门视频教程 总时长14:22:04教程资源: https://pan.baidu.com/s/1WYgyI3KgbzKzFD639lA-_g 提取码: 6666【P001-P017】大数据Hadoop教程-学习笔记01【大数据导论与Linux基础】【17p】【P018-P037】大数据Hadoop教程-学习笔记02【Apache Hadoop、HDFS】【20p】【P038-P050】大数据Hadoop教程-学习笔记03【Hadoop MapReduce与Hadoop YARN】【13p】【P051-P068】大数据Hadoop教程-学习笔记04【数据仓库基础与Apache Hive入门】【18p】【P069-P083】大数据Hadoop教程-学习笔记05【Apache Hive DML语句与函数使用】【15p】【P084-P096】大数据Hadoop教程-学习笔记06【Hadoop生态综合案例陌陌聊天数据分析】【13p】目录 01【Hive SQL DML语法之加载数据】 P069【01-课程内容大纲与学习的目标】 P070【02-Hive SQL-DML-Load加载数据操作】 P071【03-Hive SQL-DML-Insert插入数据】 02【Hive SQL DML语法之查询数据】 P072【04-Hive SQL-DML-Select查询--语法树与学习环境准备】 P073【05-Hive SQL-DML-Select查询--列表达式与distinct去重】 P074【06-Hive SQL-DML-Select查询--Where条件过滤】 P075【07-Hive SQL-DML-Select查询--聚合操作aggregate】 P076【08-Hive SQL-DML-Select查询--Group by分组及语法限制】 P077【09-Hive SQL-DML-Select查询--Having过滤操作】 P078【10-Hive SQL-DML-Select查询--Order by排序】 P079【11-Hive SQL-DML-Select查询--Limit限制语法】 P080【12-Hive SQL-DML-Select查询--执行顺序梳理】 03【Hive SQL Join关联查询】 P081【13-Hive SQL Join关联查询】 04【Hive SQL中的常用函数使用入门】 P082【14-Hive函数概述及分类标准】 P083【15-Hive常用的内置函数】 01【Hive SQL DML语法之加载数据】 P069【01-课程内容大纲与学习的目标】 目录 Hive SQL DML语法之加载数据Hive SQL DML语法之查询数据Hive SQL Join关联查询Hive SQL中的函数使用学习目标 掌握Hive SQL Load加载数据语句掌握Hive SQL Insert插入数据语句掌握Hive SQL Select基础查询语句掌握Hive SQL Join查询语句掌握Hive SQL 常用函数的使用P070【02-Hive SQL-DML-Load加载数据操作】 连接成功 Last login: Thu Feb 23 22:01:26 2023 from 192.168.88.1 [rootnode1 ~]# pwd /root [rootnode1 ~]# ll 总用量 84 -rw-r--r-- 1 root root 2 2月 21 21:14 1.txt -rw-r--r-- 1 root root 4 2月 22 11:03 666.txt -rw-------. 1 root root 1340 9月 11 2020 anaconda-ks.cfg -rw-r--r-- 1 root root 34 2月 21 21:36 hello.txt -rw------- 1 root root 66920 2月 23 22:05 nohup.out [rootnode1 ~]# mkdir hivedata [rootnode1 ~]# cd hivedata/ [rootnode1 hivedata]# ll 总用量 0 [rootnode1 hivedata]# vim 1.txt [rootnode1 hivedata]# cat 1.txt 1,allen,18 2,james,22 3,kobe,33 [rootnode1 hivedata]# jps 7949 Jps [rootnode1 hivedata]# start-all.sh Starting namenodes on [node1] 上一次登录五 2月 24 10:54:43 CST 2023从 192.168.88.1pts/1 上 Starting datanodes 上一次登录五 2月 24 11:00:11 CST 2023pts/0 上 Starting secondary namenodes [node2] 上一次登录五 2月 24 11:00:14 CST 2023pts/0 上 Starting resourcemanager 上一次登录五 2月 24 11:00:21 CST 2023pts/0 上 Starting nodemanagers 上一次登录五 2月 24 11:00:32 CST 2023pts/0 上 [rootnode1 hivedata]# jps 8432 NameNode 9640 NodeManager 9944 Jps 9420 ResourceManager 8622 DataNode [rootnode1 hivedata]# nohup /export/server/apache-hive-3.1.2-bin/bin/hive --service metastore [rootnode1 ~]# jps 8432 NameNode 9640 NodeManager 11515 RunJar 9420 ResourceManager 14333 Jps 8622 DataNode [rootnode1 ~]# nohup /export/server/apache-hive-3.1.2-bin/bin/hive --service hiveserver2 [1] 14827 [rootnode1 ~]# nohup: 忽略输入并把输出追加到nohup.out[rootnode1 ~]# jps 8432 NameNode 15045 Jps 9640 NodeManager 11515 RunJar 14827 RunJar 9420 ResourceManager 8622 DataNode [rootnode1 ~]# 连接成功 Last login: Fri Feb 24 11:00:35 2023 [rootnode1 ~]# jps 8432 NameNode 9640 NodeManager 11515 RunJar 9420 ResourceManager 14333 Jps 8622 DataNode [rootnode1 ~]# nohup /export/server/apache-hive-3.1.2-bin/bin/hive --service hiveserver2 [1] 14827 [rootnode1 ~]# nohup: 忽略输入并把输出追加到nohup.out[rootnode1 ~]# jps 8432 NameNode 15045 Jps 9640 NodeManager 11515 RunJar 14827 RunJar 9420 ResourceManager 8622 DataNode [rootnode1 ~]# hadoop fs -put 1.txt /user/hive/warehouse/itheima.db/t_1 [rootnode1 ~]# cat 1.txt 1 [rootnode1 ~]# cd hivedata/ [rootnode1 hivedata]# hadoop fs -put 1.txt /user/hive/warehouse/itheima.db/t_1 put: /user/hive/warehouse/itheima.db/t_1/1.txt: File exists [rootnode1 hivedata]# hadoop fs -put 1.txt /user/hive/warehouse/itheima.db/t_1 [rootnode1 hivedata]# 连接成功 Last login: Fri Feb 24 10:57:54 2023 from 192.168.88.1 [rootnode3 ~]# /export/server/apache-hive-3.1.2-bin/bin/beeline SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/export/server/apache-hive-3.1.2-bin/lib/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/export/server/hadoop-3.3.0/share/hadoop/common/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory] SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/export/server/apache-hive-3.1.2-bin/lib/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/export/server/hadoop-3.3.0/share/hadoop/common/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory] Beeline version 3.1.2 by Apache Hive beeline ! connect jdbc:hive2://node1:10000 Connecting to jdbc:hive2://node1:10000 Enter username for jdbc:hive2://node1:10000: root Enter password for jdbc:hive2://node1:10000: Connected to: Apache Hive (version 3.1.2) Driver: Hive JDBC (version 3.1.2) Transaction isolation: TRANSACTION_REPEATABLE_READ 0: jdbc:hive2://node1:10000 use itheima; INFO : Compiling command(queryIdroot_20230224110613_71182481-e89c-49d0-819f-02beec470edd): use itheima INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:null, properties:null) INFO : Completed compiling command(queryIdroot_20230224110613_71182481-e89c-49d0-819f-02beec470edd); Time taken: 1.394 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224110613_71182481-e89c-49d0-819f-02beec470edd): use itheima INFO : Starting task [Stage-0:DDL] in serial mode INFO : Completed executing command(queryIdroot_20230224110613_71182481-e89c-49d0-819f-02beec470edd); Time taken: 0.08 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (1.841 seconds) 0: jdbc:hive2://node1:10000 create table t_1(id int, name string, age int) row format delimited fields terminated by ,; INFO : Compiling command(queryIdroot_20230224111148_4be457ef-f056-4714-9e5e-c1870296f045): create table t_1(id int, name string, age int) row format delimited fields terminated by , INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:null, properties:null) INFO : Completed compiling command(queryIdroot_20230224111148_4be457ef-f056-4714-9e5e-c1870296f045); Time taken: 0.225 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224111148_4be457ef-f056-4714-9e5e-c1870296f045): create table t_1(id int, name string, age int) row format delimited fields terminated by , INFO : Starting task [Stage-0:DDL] in serial mode INFO : Completed executing command(queryIdroot_20230224111148_4be457ef-f056-4714-9e5e-c1870296f045); Time taken: 2.87 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (3.142 seconds) 0: jdbc:hive2://node1:10000 hadoop fs -put 1.txt /user/hive/warehouse/itheima.db/t_1 . . . . . . . . . . . . . . ; Error: Error while compiling statement: FAILED: ParseException line 1:0 cannot recognize input near hadoop fs - (state42000,code40000) 0: jdbc:hive2://node1:10000 select * from t_1; INFO : Compiling command(queryIdroot_20230224111528_87b64e1a-d9dd-4c7b-ac15-c73bb7830cc7): select * from t_1 INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:t_1.id, type:int, comment:null), FieldSchema(name:t_1.name, type:string, comment:null), FieldSchema(name:t_1.age, type:int, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224111528_87b64e1a-d9dd-4c7b-ac15-c73bb7830cc7); Time taken: 2.749 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224111528_87b64e1a-d9dd-4c7b-ac15-c73bb7830cc7): select * from t_1 INFO : Completed executing command(queryIdroot_20230224111528_87b64e1a-d9dd-4c7b-ac15-c73bb7830cc7); Time taken: 0.005 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager ------------------------------ | t_1.id | t_1.name | t_1.age | ------------------------------ | 1 | NULL | NULL | ------------------------------ 1 row selected (3.728 seconds) 0: jdbc:hive2://node1:10000 select * from t_1; INFO : Compiling command(queryIdroot_20230224111713_190a3ed2-60b4-497a-b492-14e3d04ab944): select * from t_1 INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:t_1.id, type:int, comment:null), FieldSchema(name:t_1.name, type:string, comment:null), FieldSchema(name:t_1.age, type:int, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224111713_190a3ed2-60b4-497a-b492-14e3d04ab944); Time taken: 0.298 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224111713_190a3ed2-60b4-497a-b492-14e3d04ab944): select * from t_1 INFO : Completed executing command(queryIdroot_20230224111713_190a3ed2-60b4-497a-b492-14e3d04ab944); Time taken: 0.001 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager ------------------------------ | t_1.id | t_1.name | t_1.age | ------------------------------ | 1 | allen | 18 | | 2 | james | 22 | | 3 | kobe | 33 | ------------------------------ 3 rows selected (0.464 seconds) 0: jdbc:hive2://node1:10000 LOCAL本地是哪里 本地文件系统指的是Hiveserver2服务所在机器的本地Linux文件系统不是Hive客户端所在的本地文件系统。 node1安装hive、启动了metastore服务与hiveServer2服务 node3客户端 load data locallocal不是客户端所在的本地而是hive服务器所在的本地只要访问的是node1这台服务器上运行的hive服务加载数据时local本地指的就是从node1这台linux加载的本地文件系统。 node1 start-all.sh nohup /export/server/apache-hive-3.1.2-bin/bin/hive --service metastore nohup /export/server/apache-hive-3.1.2-bin/bin/hive --service hiveserver2 jps node3 /export/server/apache-hive-3.1.2-bin/bin/beeline ! connect jdbc:hive2://node1:10000 root node3 use itheima; show tables; load data local inpath /root/hivedata/students.txt into table itheima.student_local; select * from student_local; [rootnode3 ~]# /export/server/apache-hive-3.1.2-bin/bin/beeline SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/export/server/apache-hive-3.1.2-bin/lib/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/export/server/hadoop-3.3.0/share/hadoop/common/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory] SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/export/server/apache-hive-3.1.2-bin/lib/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/export/server/hadoop-3.3.0/share/hadoop/common/lib/slf4j-log4j12-1.7.25.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory] Beeline version 3.1.2 by Apache Hive beeline ! connect jdbc:hive2://node1:10000 Connecting to jdbc:hive2://node1:10000 Enter username for jdbc:hive2://node1:10000: root Enter password for jdbc:hive2://node1:10000: Connected to: Apache Hive (version 3.1.2) Driver: Hive JDBC (version 3.1.2) Transaction isolation: TRANSACTION_REPEATABLE_READ 0: jdbc:hive2://node1:10000 use itheima; INFO : Compiling command(queryIdroot_20230224150749_0991ca1a-f503-44a6-a7f1-74ac128de061): use itheima INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:null, properties:null) INFO : Completed compiling command(queryIdroot_20230224150749_0991ca1a-f503-44a6-a7f1-74ac128de061); Time taken: 0.028 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224150749_0991ca1a-f503-44a6-a7f1-74ac128de061): use itheima INFO : Starting task [Stage-0:DDL] in serial mode INFO : Completed executing command(queryIdroot_20230224150749_0991ca1a-f503-44a6-a7f1-74ac128de061); Time taken: 0.015 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (0.127 seconds) 0: jdbc:hive2://node1:10000 show tables; INFO : Compiling command(queryIdroot_20230224150754_7e131858-4f7a-45c5-ac4c-197fb0ef187b): show tables INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:tab_name, type:string, comment:from deserializer)], properties:null) INFO : Completed compiling command(queryIdroot_20230224150754_7e131858-4f7a-45c5-ac4c-197fb0ef187b); Time taken: 0.028 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224150754_7e131858-4f7a-45c5-ac4c-197fb0ef187b): show tables INFO : Starting task [Stage-0:DDL] in serial mode INFO : Completed executing command(queryIdroot_20230224150754_7e131858-4f7a-45c5-ac4c-197fb0ef187b); Time taken: 0.009 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager --------------------- | tab_name | --------------------- | student_hdfs | | student_local | | t_1 | | t_archer | | t_archer1 | | t_team_ace_player | | t_team_ace_player2 | --------------------- 7 rows selected (0.11 seconds) 0: jdbc:hive2://node1:10000 load data local inpath /root/hivedata/students.txt into table itheima.student_local; INFO : Compiling command(queryIdroot_20230224151134_e01df8a4-14fb-4474-bc35-f751d8a54bcd): load data local inpath /root/hivedata/students.txt into table itheima.student_local INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:null, properties:null) INFO : Completed compiling command(queryIdroot_20230224151134_e01df8a4-14fb-4474-bc35-f751d8a54bcd); Time taken: 0.183 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224151134_e01df8a4-14fb-4474-bc35-f751d8a54bcd): load data local inpath /root/hivedata/students.txt into table itheima.student_local INFO : Starting task [Stage-0:MOVE] in serial mode INFO : Loading data to table itheima.student_local from file:/root/hivedata/students.txt INFO : Starting task [Stage-1:STATS] in serial mode INFO : Completed executing command(queryIdroot_20230224151134_e01df8a4-14fb-4474-bc35-f751d8a54bcd); Time taken: 0.571 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (0.77 seconds) 0: jdbc:hive2://node1:10000 select * from student_local; INFO : Compiling command(queryIdroot_20230224151258_71d2f260-469d-483b-a451-3e34008ab22e): select * from student_local INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:student_local.num, type:int, comment:null), FieldSchema(name:student_local.name, type:string, comment:null), FieldSchema(name:student_local.sex, type:string, comment:null), FieldSchema(name:student_local.age, type:int, comment:null), FieldSchema(name:student_local.dept, type:string, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224151258_71d2f260-469d-483b-a451-3e34008ab22e); Time taken: 0.352 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224151258_71d2f260-469d-483b-a451-3e34008ab22e): select * from student_local INFO : Completed executing command(queryIdroot_20230224151258_71d2f260-469d-483b-a451-3e34008ab22e); Time taken: 0.0 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager ------------------------------------------------------------------------------------------------------ | student_local.num | student_local.name | student_local.sex | student_local.age | student_local.dept | ------------------------------------------------------------------------------------------------------ | 95001 | 李勇 | 男 | 20 | CS | | 95002 | 刘晨 | 女 | 19 | IS | | 95003 | 王敏 | 女 | 22 | MA | | 95004 | 张立 | 男 | 19 | IS | | 95005 | 刘刚 | 男 | 18 | MA | | 95006 | 孙庆 | 男 | 23 | CS | | 95007 | 易思玲 | 女 | 19 | MA | | 95008 | 李娜 | 女 | 18 | CS | | 95009 | 梦圆圆 | 女 | 18 | MA | | 95010 | 孔小涛 | 男 | 19 | CS | | 95011 | 包小柏 | 男 | 18 | MA | | 95012 | 孙花 | 女 | 20 | CS | | 95013 | 冯伟 | 男 | 21 | CS | | 95014 | 王小丽 | 女 | 19 | CS | | 95015 | 王君 | 男 | 18 | MA | | 95016 | 钱国 | 男 | 21 | MA | | 95017 | 王风娟 | 女 | 18 | IS | | 95018 | 王一 | 女 | 19 | IS | | 95019 | 邢小丽 | 女 | 19 | IS | | 95020 | 赵钱 | 男 | 21 | IS | | 95021 | 周二 | 男 | 17 | MA | | 95022 | 郑明 | 男 | 20 | MA | ------------------------------------------------------------------------------------------------------ 22 rows selected (0.581 seconds) 0: jdbc:hive2://node1:10000 select * from student_hdfs; INFO : Compiling command(queryIdroot_20230224152251_0333fd6a-7ecb-49dd-b5eb-d792308f8e23): select * from student_hdfs INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:student_hdfs.num, type:int, comment:null), FieldSchema(name:student_hdfs.name, type:string, comment:null), FieldSchema(name:student_hdfs.sex, type:string, comment:null), FieldSchema(name:student_hdfs.age, type:int, comment:null), FieldSchema(name:student_hdfs.dept, type:string, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224152251_0333fd6a-7ecb-49dd-b5eb-d792308f8e23); Time taken: 0.244 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224152251_0333fd6a-7ecb-49dd-b5eb-d792308f8e23): select * from student_hdfs INFO : Completed executing command(queryIdroot_20230224152251_0333fd6a-7ecb-49dd-b5eb-d792308f8e23); Time taken: 0.001 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager ------------------------------------------------------------------------------------------------- | student_hdfs.num | student_hdfs.name | student_hdfs.sex | student_hdfs.age | student_hdfs.dept | ------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------------------------- No rows selected (0.299 seconds) 0: jdbc:hive2://node1:10000 load data inpath /students.txt into table itheima.student_hdfs; INFO : Compiling command(queryIdroot_20230224152540_1eafbf79-52a6-4846-8b2a-e1412b020807): load data inpath /students.txt into table itheima.student_hdfs INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:null, properties:null) INFO : Completed compiling command(queryIdroot_20230224152540_1eafbf79-52a6-4846-8b2a-e1412b020807); Time taken: 0.073 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224152540_1eafbf79-52a6-4846-8b2a-e1412b020807): load data inpath /students.txt into table itheima.student_hdfs INFO : Starting task [Stage-0:MOVE] in serial mode INFO : Loading data to table itheima.student_hdfs from hdfs://node1:8020/students.txt INFO : Starting task [Stage-1:STATS] in serial mode INFO : Completed executing command(queryIdroot_20230224152540_1eafbf79-52a6-4846-8b2a-e1412b020807); Time taken: 0.468 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (0.552 seconds) 0: jdbc:hive2://node1:10000 select * from student_hdfs; INFO : Compiling command(queryIdroot_20230224152626_dcf0cf77-73b5-4e51-ab0e-64d00653c5db): select * from student_hdfs INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:student_hdfs.num, type:int, comment:null), FieldSchema(name:student_hdfs.name, type:string, comment:null), FieldSchema(name:student_hdfs.sex, type:string, comment:null), FieldSchema(name:student_hdfs.age, type:int, comment:null), FieldSchema(name:student_hdfs.dept, type:string, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224152626_dcf0cf77-73b5-4e51-ab0e-64d00653c5db); Time taken: 0.255 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224152626_dcf0cf77-73b5-4e51-ab0e-64d00653c5db): select * from student_hdfs INFO : Completed executing command(queryIdroot_20230224152626_dcf0cf77-73b5-4e51-ab0e-64d00653c5db); Time taken: 0.0 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager ------------------------------------------------------------------------------------------------- | student_hdfs.num | student_hdfs.name | student_hdfs.sex | student_hdfs.age | student_hdfs.dept | ------------------------------------------------------------------------------------------------- | 95001 | 李勇 | 男 | 20 | CS | | 95002 | 刘晨 | 女 | 19 | IS | | 95003 | 王敏 | 女 | 22 | MA | | 95004 | 张立 | 男 | 19 | IS | | 95005 | 刘刚 | 男 | 18 | MA | | 95006 | 孙庆 | 男 | 23 | CS | | 95007 | 易思玲 | 女 | 19 | MA | | 95008 | 李娜 | 女 | 18 | CS | | 95009 | 梦圆圆 | 女 | 18 | MA | | 95010 | 孔小涛 | 男 | 19 | CS | | 95011 | 包小柏 | 男 | 18 | MA | | 95012 | 孙花 | 女 | 20 | CS | | 95013 | 冯伟 | 男 | 21 | CS | | 95014 | 王小丽 | 女 | 19 | CS | | 95015 | 王君 | 男 | 18 | MA | | 95016 | 钱国 | 男 | 21 | MA | | 95017 | 王风娟 | 女 | 18 | IS | | 95018 | 王一 | 女 | 19 | IS | | 95019 | 邢小丽 | 女 | 19 | IS | | 95020 | 赵钱 | 男 | 21 | IS | | 95021 | 周二 | 男 | 17 | MA | | 95022 | 郑明 | 男 | 20 | MA | ------------------------------------------------------------------------------------------------- 22 rows selected (0.313 seconds) 0: jdbc:hive2://node1:10000 P071【03-Hive SQL-DML-Insert插入数据】 create table t_2(id int, name string); insert into table t_2 values(1, zhangsan); 语法支持但运行速度太慢 select * from t_2; 0: jdbc:hive2://node1:10000 create table t_2(id int, name string); INFO : Compiling command(queryIdroot_20230224154557_9d1559c6-d7df-42cb-a0e2-5957691cf26e): create table t_2(id int, name string) INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:null, properties:null) INFO : Completed compiling command(queryIdroot_20230224154557_9d1559c6-d7df-42cb-a0e2-5957691cf26e); Time taken: 0.027 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224154557_9d1559c6-d7df-42cb-a0e2-5957691cf26e): create table t_2(id int, name string) INFO : Starting task [Stage-0:DDL] in serial mode INFO : Completed executing command(queryIdroot_20230224154557_9d1559c6-d7df-42cb-a0e2-5957691cf26e); Time taken: 0.109 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (0.164 seconds) 0: jdbc:hive2://node1:10000 insert into table t_2 values(1, zhangsan); INFO : Compiling command(queryIdroot_20230224154828_64f89674-71a6-413f-8c8d-fbd37f2fba7a): insert into table t_2 values(1, zhangsan) INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:col1, type:int, comment:null), FieldSchema(name:col2, type:string, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224154828_64f89674-71a6-413f-8c8d-fbd37f2fba7a); Time taken: 0.773 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224154828_64f89674-71a6-413f-8c8d-fbd37f2fba7a): insert into table t_2 values(1, zhangsan) WARN : 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. INFO : Query ID root_20230224154828_64f89674-71a6-413f-8c8d-fbd37f2fba7a INFO : Total jobs 3 INFO : Launching Job 1 out of 3 INFO : Starting task [Stage-1:MAPRED] in serial mode INFO : Number of reduce tasks determined at compile time: 1 INFO : In order to change the average load for a reducer (in bytes): INFO : set hive.exec.reducers.bytes.per.reducernumber INFO : In order to limit the maximum number of reducers: INFO : set hive.exec.reducers.maxnumber INFO : In order to set a constant number of reducers: INFO : set mapreduce.job.reducesnumber INFO : number of splits:1 INFO : Submitting tokens for job: job_1677220144667_0001 INFO : Executing with tokens: [] INFO : The url to track the job: http://node1:8088/proxy/application_1677220144667_0001/ INFO : Starting Job job_1677220144667_0001, Tracking URL http://node1:8088/proxy/application_1677220144667_0001/ INFO : Kill Command /export/server/hadoop-3.3.0/bin/mapred job -kill job_1677220144667_0001 INFO : Hadoop job information for Stage-1: number of mappers: 1; number of reducers: 1 INFO : 2023-02-24 15:49:20,742 Stage-1 map 0%, reduce 0% INFO : 2023-02-24 15:49:32,536 Stage-1 map 100%, reduce 0%, Cumulative CPU 5.82 sec INFO : 2023-02-24 15:49:54,617 Stage-1 map 100%, reduce 100%, Cumulative CPU 10.2 sec INFO : MapReduce Total cumulative CPU time: 10 seconds 200 msec INFO : Ended Job job_1677220144667_0001 INFO : Starting task [Stage-7:CONDITIONAL] in serial mode INFO : Stage-4 is selected by condition resolver. INFO : Stage-3 is filtered out by condition resolver. INFO : Stage-5 is filtered out by condition resolver. INFO : Starting task [Stage-4:MOVE] in serial mode INFO : Moving data to directory hdfs://node1:8020/user/hive/warehouse/itheima.db/t_2/.hive-staging_hive_2023-02-24_15-48-28_204_7443762290621652108-3/-ext-10000 from hdfs://node1:8020/user/hive/warehouse/itheima.db/t_2/.hive-staging_hive_2023-02-24_15-48-28_204_7443762290621652108-3/-ext-10002 INFO : Starting task [Stage-0:MOVE] in serial mode INFO : Loading data to table itheima.t_2 from hdfs://node1:8020/user/hive/warehouse/itheima.db/t_2/.hive-staging_hive_2023-02-24_15-48-28_204_7443762290621652108-3/-ext-10000 INFO : Starting task [Stage-2:STATS] in serial mode INFO : MapReduce Jobs Launched: INFO : Stage-Stage-1: Map: 1 Reduce: 1 Cumulative CPU: 10.2 sec HDFS Read: 15250 HDFS Write: 241 SUCCESS INFO : Total MapReduce CPU Time Spent: 10 seconds 200 msec INFO : Completed executing command(queryIdroot_20230224154828_64f89674-71a6-413f-8c8d-fbd37f2fba7a); Time taken: 88.299 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager No rows affected (89.096 seconds) 0: jdbc:hive2://node1:10000 select * from t_2; INFO : Compiling command(queryIdroot_20230224155036_23fdd103-4a07-4232-aa48-c94335756fe3): select * from t_2 INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:t_2.id, type:int, comment:null), FieldSchema(name:t_2.name, type:string, comment:null)], properties:null) INFO : Completed compiling command(queryIdroot_20230224155036_23fdd103-4a07-4232-aa48-c94335756fe3); Time taken: 0.224 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryIdroot_20230224155036_23fdd103-4a07-4232-aa48-c94335756fe3): select * from t_2 INFO : Completed executing command(queryIdroot_20230224155036_23fdd103-4a07-4232-aa48-c94335756fe3); Time taken: 0.001 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager -------------------- | t_2.id | t_2.name | -------------------- | 1 | zhangsan | -------------------- 1 row selected (0.275 seconds) 0: jdbc:hive2://node1:10000 show databases;use itheima;------------Hive SQL-DML-Load加载数据-----------------step1:建表 --建表student_local 用于演示从本地加载数据 create table student_local(num int,name string,sex string,age int,dept string) row format delimited fields terminated by ,; --建表student_HDFS 用于演示从HDFS加载数据 create table student_HDFS(num int,name string,sex string,age int,dept string) row format delimited fields terminated by ,;--建议使用beeline客户端 可以显示出加载过程日志信息 --step2:加载数据 -- 从本地加载数据 数据位于HS2node1本地文件系统 本质是hadoop fs -put上传操作 LOAD DATA LOCAL INPATH /root/hivedata/students.txt INTO TABLE student_local; --从HDFS加载数据 数据位于HDFS文件系统根目录下 本质是hadoop fs -mv 移动操作 --先把数据上传到HDFS上 hadoop fs -put /root/hivedata/students.txt / LOAD DATA INPATH /students.txt INTO TABLE student_HDFS;------------Hive SQL-DML-Insert插入数据-------------------step1:创建一张源表student drop table if exists student; create table student(num int,name string,sex string,age int,dept string) row format delimited fields terminated by ,;--step2:加载数据 load data local inpath /root/hivedata/students.txt into table student;select * from student;--step3创建一张目标表 只有两个字段 create table student_from_insert(sno int, sname string);--使用insertselect插入数据到新表中 insert into table student_from_insert select num, name from student;select * from student_from_insert; 02【Hive SQL DML语法之查询数据】 P072【04-Hive SQL-DML-Select查询--语法树与学习环境准备】 Select语法树 从哪里查询取决于FROM关键字后面的table_reference这是我们写查询SQL的首先要确定的事即你查询谁表名和列名不区分大小写。  ------------Hive SQL select查询基础语法------------ --创建表t_usa_covid19 drop table if exists t_usa_covid19; CREATE TABLE t_usa_covid19(count_date string,county string,state string,fips int,cases int,deaths int) row format delimited fields terminated by ,;--将数据load加载到t_usa_covid19表对应的路径下 load data local inpath /root/hivedata/us-covid19-counties.dat into table t_usa_covid19;--1、select_expr --查询所有字段或者指定字段 select * from t_usa_covid19; P073【05-Hive SQL-DML-Select查询--列表达式与distinct去重】 --1、select_expr --查询所有字段或者指定字段 select * from t_usa_covid19;select county, cases, deaths from t_usa_covid19; --查询常数返回 此时返回的结果和表中字段无关 select 1 from t_usa_covid19; --查询当前数据库 select current_database(); --省去from关键字--2、ALL DISTINCT --返回所有匹配的行 select state from t_usa_covid19; --相当于 select all state from t_usa_covid19;--返回所有匹配的行 去除重复的结果 select distinct state from t_usa_covid19; --多个字段distinct 整体去重 select distinct county,state from t_usa_covid19;/* --county, statea BBBc BBBa BBBd CCCa WWWa BBBc BBBd CCC */ P074【06-Hive SQL-DML-Select查询--Where条件过滤】 --3、WHERE CAUSE select * from t_usa_covid19 where 1 2; -- 1 2 返回false select * from t_usa_covid19 where 1 1; -- 1 1 返回true--找出来自于California州的疫情数据 select * from t_usa_covid19 where state California; --where条件中使用函数 找出州名字母长度超过10位的有哪些 select * from t_usa_covid19 where length(state) 10 ; P075【07-Hive SQL-DML-Select查询--聚合操作aggregate】 --4、聚合操作 select county from t_usa_covid19; select count(county) from t_usa_covid19; --统计美国总共有多少个县county select county as itcast from t_usa_covid19; --学会使用as给查询返回的结果起个别名 select count(county) as county_cnts from t_usa_covid19; --去重distinct select count(distinct county) as county_cnts from t_usa_covid19;--统计美国加州有多少个县 select count(county) from t_usa_covid19 where state California; --统计德州总死亡病例数 select sum(deaths) from t_usa_covid19 where state Texas; --统计出美国最高确诊病例数是哪个县 select max(cases) from t_usa_covid19; P076【08-Hive SQL-DML-Select查询--Group by分组及语法限制】 --5、GROUP BYselect * from t_usa_covid19;--根据state州进行分组 统计每个州有多少个县county select count(county) from t_usa_covid19 where count_date 2021-01-28 group by state;--想看一下统计的结果是属于哪一个州的 select state,count(county) as county_nums from t_usa_covid19 where count_date 2021-01-28 group by state;--再想看一下每个县的死亡病例数我们猜想很简单呀 把deaths字段加上返回 真实情况如何呢 select state,count(county),sum(deaths) from t_usa_covid19 where count_date 2021-01-28 group by state; --很尴尬 sql报错了org.apache.hadoop.hive.ql.parse.SemanticException:Line 1:27 Expression not in GROUP BY key deaths--为什么会报错group by的语法限制 --结论出现在GROUP BY中select_expr的字段要么是GROUP BY分组的字段要么是被聚合函数应用的字段。 --deaths不是分组字段 报错 --state是分组字段 可以直接出现在select_expr中--被聚合函数应用 select state,count(county),sum(deaths) from t_usa_covid19 where count_date 2021-01-28 group by state; P077【09-Hive SQL-DML-Select查询--Having过滤操作】 --6、having --统计2021-01-28死亡病例数大于10000的州 select state,sum(deaths) from t_usa_covid19 where count_date 2021-01-28 and sum(deaths) 10000 group by state; --where语句中不能使用聚合函数语法报错所以使用having函数--先where分组前过滤再进行group by分组 分组后每个分组结果集确定 再使用having过滤 select state,sum(deaths) from t_usa_covid19 where count_date 2021-01-28 group by state having sum(deaths) 10000; --这样写更好 即在group by的时候聚合函数已经作用得出结果 having直接引用结果过滤 不需要再单独计算一次了 select state,sum(deaths) as cnts from t_usa_covid19 where count_date 2021-01-28 group by state having cnts 10000; P078【10-Hive SQL-DML-Select查询--Order by排序】 --7、order by --根据确诊病例数升序排序 查询返回结果 select * from t_usa_covid19 ; select * from t_usa_covid19 order by cases; --不写排序规则 默认就是asc升序 select * from t_usa_covid19 order by cases asc;--根据死亡病例数倒序排序 查询返回加州每个县的结果 select * from t_usa_covid19 where state California order by cases desc; P079【11-Hive SQL-DML-Select查询--Limit限制语法】 --8、limit --没有限制返回2021.1.28 加州的所有记录 select * from t_usa_covid19 where count_date 2021-01-28 and state California;--返回结果集的前5条 select * from t_usa_covid19 where count_date 2021-01-28 and state California limit 5;--返回结果集从第1行开始 共3行 select * from t_usa_covid19 where count_date 2021-01-28 and state California limit 2,3; --注意 第一个参数偏移量是从0开始的 P080【12-Hive SQL-DML-Select查询--执行顺序梳理】 --执行顺序 select state,sum(deaths) as cnts from t_usa_covid19 where count_date 2021-01-28 group by state having cnts 10000 limit 2; 03【Hive SQL Join关联查询】 P081【13-Hive SQL Join关联查询】 在Hive中使用最多最重要的两种join分别是inner join内连接、left join左连接。 employee.txt 1201,gopal,manager,50000,TP 1202,manisha,cto,50000,TP 1203,khalil,dev,30000,AC 1204,prasanth,dev,30000,AC 1206,kranthi,admin,20000,TP employee_address.txt 1201,288A,vgiri,jublee 1202,108I,aoc,ny 1204,144Z,pgutta,hyd 1206,78B,old city,la 1207,720X,hitec,ny employee_connection.txt 1201,2356742,gopaltp.com 1203,1661663,manishatp.com 1204,8887776,khalilac.com 1205,9988774,prasanthac.com 1206,1231231,kranthitp.com ------------Hive Join SQL 语法------------ --Join语法练习 建表 drop table if exists employee_address; drop table if exists employee_connection; drop table if exists employee;--table1: 员工表 CREATE TABLE employee(id int,name string,deg string,salary int,dept string) row format delimited fields terminated by ,;--table2:员工家庭住址信息表 CREATE TABLE employee_address (id int,hno string,street string,city string ) row format delimited fields terminated by ,;--table3:员工联系方式信息表 CREATE TABLE employee_connection (id int,phno string,email string ) row format delimited fields terminated by ,;--加载数据到表中 load data local inpath /root/hivedata/employee.txt into table employee; load data local inpath /root/hivedata/employee_address.txt into table employee_address; load data local inpath /root/hivedata/employee_connection.txt into table employee_connection;select * from employee;select * from employee_address;select * from employee_connection;--1、inner join select e.id,e.name,e_a.city,e_a.street from employee e inner join employee_address e_a on e.id e_a.id;--等价于 inner joinjoin select e.id,e.name,e_a.city,e_a.street from employee e join employee_address e_a on e.id e_a.id;--等价于 隐式连接表示法 select e.id,e.name,e_a.city,e_a.street from employee e , employee_address e_a where e.id e_a.id;--2、left join select e.id,e.name,e_conn.phno,e_conn.email from employee e left join employee_connection e_conn on e.id e_conn.id;--等价于 left outer join select e.id,e.name,e_conn.phno,e_conn.email from employee e left outer join employee_connection e_conn on e.id e_conn.id; 04【Hive SQL中的常用函数使用入门】 P082【14-Hive函数概述及分类标准】 概述 Hive内建了不少函数用于满足用户不同使用需求提高SQL编写效率。 使用show functions查看当下可用的所有函数通过describe function extended funcname来查看函数的使用方式。分类标准 Hive的函数分为两大类内置函数Built-in Functions、用户定义函数UDFUser-Defined Functions 内置函数可分为数值类型函数、日期类型函数、字符串类型函数、集合函数、条件函数等用户定义函数根据输入输出的行数可分为3类UDF、UDAF、UDTF。P083【15-Hive常用的内置函数】 概述 内置函数build-in指的是Hive开发实现好直接可以使用的函数,也叫做内建函数。官方文档地址https://cwiki.apache.org/confluence/display/Hive/LanguageManualUDF内置函数根据应用归类整体可以分为8大种类型我们将对其中重要的使用频率高的函数使用进行详细讲解。String Functions字符串函数Date Functions日期函数Mathematical Functions数学函数Conditional Functions条件函数 -----------------Hive 常用的内置函数---------------------- show functions; describe function extended count;------------String Functions 字符串函数------------ select length(itcast); select reverse(itcast);select concat(angela, baby); --带分隔符字符串连接函数concat_ws(separator, [string | array(string)]) select concat_ws(., www, array(itcast, cn));--字符串截取函数substr(str, pos[, len]) 或者 substring(str, pos[, len]) select substr(angelababy, -2); --pos是从1开始的索引如果为负数则倒着数 select substr(angelababy, 2, 2); --分割字符串函数: split(str, regex) --split针对字符串数据进行切割返回的是数组array可以通过数组的下标取内部的元素注意下标是从0开始的 select split(apache hive, ); select split(apache hive, )[0]; select split(apache hive, )[1];----------- Date Functions 日期函数 ----------------- --获取当前日期: current_date select current_date(); --获取当前UNIX时间戳函数: unix_timestamp select unix_timestamp(); --日期转UNIX时间戳函数: unix_timestamp select unix_timestamp(2011-12-07 13:01:03); --指定格式日期转UNIX时间戳函数: unix_timestamp select unix_timestamp(20111207 13:01:03, yyyyMMdd HH:mm:ss); --UNIX时间戳转日期函数: from_unixtime select from_unixtime(1618238391); select from_unixtime(0, yyyy-MM-dd HH:mm:ss);--日期比较函数: datediff 日期格式要求yyyy-MM-dd HH:mm:ss or yyyy-MM-dd select datediff(2012-12-08, 2012-05-09); --日期增加函数: date_add select date_add(2012-02-28, 10); --日期减少函数: date_sub select date_sub(2012-01-1, 10);----Mathematical Functions 数学函数------------- --取整函数: round 返回double类型的整数值部分 遵循四舍五入 select round(3.1415926); --指定精度取整函数: round(double a, int d) 返回指定精度d的double类型 select round(3.1415926, 4); --取随机数函数: rand 每次执行都不一样 返回一个0到1范围内的随机数 select rand(); --指定种子取随机数函数: rand(int seed) 得到一个稳定的随机数序列 select rand(3);-----Conditional Functions 条件函数------------------ --使用之前课程创建好的student表数据 select * from student limit 3;--if条件判断: if(boolean testCondition, T valueTrue, T valueFalseOrNull) select if(1 2, 100, 200); select if(sex 男, M, W) from student limit 3;--空值转换函数: nvl(T value, T default_value) select nvl(allen, itcast); select nvl(null, itcast);--条件转换函数: CASE a WHEN b THEN c [WHEN d THEN e]* [ELSE f] END select case 100 when 50 then tom when 100 then mary else tim end; select case sex when 男 then male else female end from student limit 3;
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