hive array、map、struct使用 - 风生水起 - 博客园
hive提供了复合数据类型:
Structs: structs内部的数据可以通过DOT(.)来存取,例如,表中一列c的类型为STRUCT{a INT; b INT},我们可以通过c.a来访问域a
Maps(K-V对):访问指定域可以通过["指定域名称"]进行,例如,一个Map M包含了一个group-》gid的kv对,gid的值可以通过M['group']来获取
Arrays:array中的数据为相同类型,例如,假如array A中元素['a','b','c'],则A[1]的值为'b'
Struct使用建表:
- hive> create table student_test(id INT, info struct<name:STRING, age:INT>)
- > ROW FORMAT DELIMITED FIELDS TERMINATED BY ','
- > COLLECTION ITEMS TERMINATED BY ':';
- OK
- Time taken: 0.446 seconds
'FIELDS TERMINATED BY' :字段与字段之间的分隔符
''COLLECTION ITEMS TERMINATED BY' :一个字段各个item的分隔符
导入数据:
- $Snbsp;cat test5.txt
- 1,zhou:30
- 2,yan:30
- 3,chen:20
- 4,li:80
- hive> LOAD DATA LOCAL INPATH '/home/work/data/test5.txt' INTO TABLE student_test;
- Copying data from file:/home/work/data/test5.txt
- Copying file: file:/home/work/data/test5.txt
- Loading data to table default.student_test
- OK
- Time taken: 0.35 seconds
查询:
- hive> select info.age from student_test;
- Total MapReduce jobs = 1
- ......
- Total MapReduce CPU Time Spent: 490 msec
- OK
- 30
- 30
- 20
- 80
- Time taken: 21.677 seconds
Array使用
建表:
- hive> create table class_test(name string, student_id_list array<INT>)
- > ROW FORMAT DELIMITED
- > FIELDS TERMINATED BY ','
- > COLLECTION ITEMS TERMINATED BY ':';
- OK
- Time taken: 0.099 seconds
导入数据:
- $Snbsp;cat test6.txt
- 034,1:2:3:4
- 035,5:6
- 036,7:8:9:10
- hive> LOAD DATA LOCAL INPATH '/home/work/data/test6.txt' INTO TABLE class_test ;
- Copying data from file:/home/work/data/test6.txt
- Copying file: file:/home/work/data/test6.txt
- Loading data to table default.class_test
- OK
- Time taken: 0.198 seconds
查询:
- hive> select student_id_list[3] from class_test;
- Total MapReduce jobs = 1
- ......
- Total MapReduce CPU Time Spent: 480 msec
- OK
- 4
- NULL
- 10
- Time taken: 21.574 seconds
Map使用
建表:
- hive> create table employee(id string, perf map<string, int>)
- > ROW FORMAT DELIMITED
- > FIELDS TERMINATED BY '\t'
- > COLLECTION ITEMS TERMINATED BY ','
- > MAP KEYS TERMINATED BY ':';
- OK
- Time taken: 0.144 seconds
‘MAP KEYS TERMINATED BY’ :key value分隔符
导入数据:
- $Snbsp;cat test7.txt
- 1 job:80,team:60,person:70
- 2 job:60,team:80
- 3 job:90,team:70,person:100
- hive> LOAD DATA LOCAL INPATH '/home/work/data/test7.txt' INTO TABLE employee;
查询:
- hive> select perf['person'] from employee;
- Total MapReduce jobs = 1
- ......
- Total MapReduce CPU Time Spent: 460 msec
- OK
- 70
- NULL
- 100
- Time taken: 20.902 seconds
- hive> select perf['person'] from employee where perf['person'] is not null;
- Total MapReduce jobs = 1
- .......
- Total MapReduce CPU Time Spent: 610 msec
- OK
- 70
- 100
- Time taken: 21.989 seconds
- hive>
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