hive grouping sets聚合函数
·
函数说明:
grouping sets
在一个 group by 查询中,根据不同的维度组合进行聚合,等价于将不同维度的 group by 结果集进行 union all
cube
根据 group by 的维度的所有组合进行聚合
cube简称数据魔方,可以实现hive多个任意维度的查询,cube(a,b,c)则首先会对(a,b,c)进行group by,然后依次是(a,b),(a,c),(a),(b,c),(b),(c),最后在对全表进行group by,他会统计所选列中值的所有组合的聚合
rollup
是 cube 的子集,以最左侧的维度为主,从该维度进行层级聚合。
(1)grouping sets
select
order_id,
departure_date,
count(*) as cnt
from ord_test
where order_id=410341346
group by order_id,
departure_date
grouping sets (order_id,(order_id,departure_date))
;
等价于以下
group by order_id
union all
group by order_id,departure_date
(2)cube
select
order_id,
departure_date,
count(*) as cnt
from ord_test
where order_id=410341346
group by order_id,
departure_date
with cube
;
等价于以下
select count(*) as cnt from ord_test where order_id=410341346
union all
group by order_id
union all
group by departure_date
union all
group by order_id,departure_date
(3) rollup
select
order_id,
departure_date,
count(*) as cnt
from ord_test
where order_id=410341346
group by order_id,
departure_date
with rollup
;
等价于以下
select count(*) as cnt from ord_test where order_id=410341346
union all
group by order_id
union all
group by order_id,departure_date
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