一、上次课回顾
- https://blog.youkuaiyun.com/SparkOnYarn/article/details/105182082
- join分为内连接、外连接、左外连接、右外连接,全连接;三种复杂的数据类型:Map、Struct、Array,这三种类型的定义,存值和取值;内置函数只需要查看详细定义即可;在Hive中不建议存储json数据,内置函数可以解析出网址(parse_url_tuple)
二、Hive04
2.1、大数据中的排序(order by、sort by、cluster by)
排序问题在数据量少的时候是没有问题的,但是数据量一多,问题就出来了:
1、order by(全局排序)
- 如上要实现全局排序,必然是只能有一个reduce;多个reduce的话,reduce1中有序,reduce2中有序,但是无法保证全局有序。生产上order by是慎用的,数据量大,但是只有一个reduce,
select * from emp order by empno desc;
0: jdbc:hive2://hadoop001:10000/ruozedata_hiv> set hive.mapred.mode=strict;
No rows affected (0.004 seconds)
0: jdbc:hive2://hadoop001:10000/ruozedata_hiv> select * from emp order by empno desc;
Error: Error while compiling statement: FAILED: SemanticException 1:27 In strict mode, if ORDER BY is specified, LIMIT must also be specified. Error encountered near token ‘empno’ (state=42000,code=40000)
打开hive.configure.properties,注意参数:hive.mapred.mode;在严格模式中,一些负载重的查询是不被允许跑的,举例:全表扫描是被禁止的单单使用order by的话,必须加上limit字段:
我们找一张分区表进行操作:
/ruozedata_hiv> select * from order_partition where event_month=‘2020-01’ order by order_no desc;
Error: Error while compiling statement: FAILED: SemanticException 1:67 In strict mode, if ORDER BY is specified, LIMIT must also be specified. Error encountered near token ‘order_no’ (state=42000,code=40000)
0: jdbc:hive2://hadoop001:10000/ruozedata_hiv> set hive.mapred.mode=nonstrict;
No rows affected (0.002 seconds)
0: jdbc:hive2://hadoop001:10000/ruozedata_hiv> select * from order_partition where event_month=‘2020-01’ order by order_no desc;
严格模式下:
如果是普通表:order by + limit
分区表:order by + limit where partition column
- order by 在生产上慎用:
sort by
- 能保证每个分区有序,你有几个reduce,它出来的结果都是有序的,但是不能保证全局有序;sort by 不受严格模式、非严格模式的影响:column列可以是多个,数值类型 --> 数字;字符串类型 --> 字典:
- 字典序就是按照字母abcd的顺序排列:
name | value | description |
---|---|---|
mapred.reduce.tasks | -1 |