对同一张表的union all 要比多重insert快的多,
原因是hive本身对这种union all做过优化,即只扫描一次源表;而多重insert也只扫描一次,但应为要insert到多个分区,所以做了很多其他的事情,导致消耗的时间非常长;
希望大家在开发的时候多测,多试!
lxw_test3 12亿左右记录数
Union all : 耗时7分钟左右
USE dmz_tmp;
set hive.exec.parallel = true;
CREATE TABLE lxw_test5 AS
SELECT type,popt_id,login_date
FROM (
select 'm3_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-02-01' and login_date<'2012-05-01'
union all
select 'mn_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-05-01' and login_date<='2012-05-09'
union all
select 'm3_g_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='1'
union all
select 'm3_l_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='2'
union all
select 'm3_s_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='3'
union all
select 'm3_o_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='4'
union all
select 'mn_g_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='1'
union all
select 'mn_l_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='2'
union all
select 'mn_s_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='3'
union all
select 'mn_o_login' as type,popt_id,login_date
from lxw_test3
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='4'
) x
多重insert耗时25分钟左右:
from lxw_test3
insert overwrite table lxw_test6 partition (flag = '1')
select 'm3_login' as type,popt_id,login_date
where login_date>='2012-02-01' and login_date<'2012-05-01'
insert overwrite table lxw_test6 partition (flag = '2')
select 'mn_login' as type,popt_id,login_date
where login_date>='2012-05-01' and login_date<='2012-05-09'
insert overwrite table lxw_test6 partition (flag = '3')
select 'm3_g_login' as type,popt_id,login_date
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='1'
insert overwrite table lxw_test6 partition (flag = '4')
select 'm3_l_login' as type,popt_id,login_date
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='2'
insert overwrite table lxw_test6 partition (flag = '5')
select 'm3_s_login' as type,popt_id,login_date
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='3'
insert overwrite table lxw_test6 partition (flag = '6')
select 'm3_o_login' as type,popt_id,login_date
where login_date>='2012-02-01' and login_date<'2012-05-01' and apptypeid='4'
insert overwrite table lxw_test6 partition (flag = '7')
select 'mn_g_login' as type,popt_id,login_date
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='1'
insert overwrite table lxw_test6 partition (flag = '8')
select 'mn_l_login' as type,popt_id,login_date
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='2'
insert overwrite table lxw_test6 partition (flag = '9')
select 'mn_s_login' as type,popt_id,login_date
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='3'
insert overwrite table lxw_test6 partition (flag = '10')
select 'mn_o_login' as type,popt_id,login_date
where login_date>='2012-05-01' and login_date<='2012-05-09' and apptypeid='4'