业务:一个表中有很多数据(id为自增主键),在这些数据中有个别数据出现了重复的数据。
目标:需要把这些重复数据删除同时保留第一次插入的那一条数据,还要保持其它的数据不受影响。
解题过程:
第一步:查出所有要保留的下来的数据的id(save_id)
SELECT id as save_id FROM yujing.alarm_event_info_snapshot aeis where aeis.event_id in (SELECT ae.id FROM yujing.alarm_event ae where ae.event_uuid like 'yuanwtj_%') group by (aeis.event_id)
优化后:
SELECT aeis.id as save_id FROM yujing.alarm_event ae right join yujing.alarm_event_info_snapshot aeis on aeis.event_id = ae.id where ae.event_uuid like 'yuanwtj_%' group by (aeis.event_id)
第二步:获取所有相关数据的id(all_id)
SELECT aeis.id as all_id FROM yujing.alarm_event_info_snapshot aeis where aeis.event_id in (SELECT ae.id FROM yujing.alarm_event ae where ae.event_uuid like 'yuanwtj_%') order by aeis.event_id
优化后:
SELECT aeis.id as all_id FROM yujing.alarm_event ae right join yujing.alarm_event_info_snapshot aeis on aeis.event_id = ae.id where ae.event_uuid like 'yuanwtj_%'
第三步:获取要删除的数据的
id(del_id)
select ad.all_id as del_id from (SELECT aeis.id as all_id FROM yujing.alarm_event_info_snapshot aeis where aeis.event_id in (SELECT ae.id FROM yujing.alarm_event ae where ae.event_uuid like 'yuanwtj_%')) as ad where ad.all_id not in (SELECT id as save_id FROM yujing.alarm_event_info_snapshot aeis where aeis.event_id in (SELECT ae.id FROM yujing.alarm_event ae where ae.event_uuid like 'yuanwtj_%') group by (aeis.event_id))
优化后:
select ad.all_id as del_id from (SELECT aeis.id as all_id FROM yujing.alarm_event ae right join yujing.alarm_event_info_snapshot aeis on aeis.event_id = ae.id where ae.event_uuid like 'yuanwtj_%') as ad left join (SELECT aeis.id as save_id FROM yujing.alarm_event ae right join yujing.alarm_event_info_snapshot aeis on aeis.event_id = ae.id where ae.event_uuid like 'yuanwtj_%' group by (aeis.event_id)) as sd on ad.all_id = sd.save_id where sd.save_id is null
第四步:根据id删除所有节点,注意mysql中如果有大量数据时需要批量删除,我最后使用了ETL工具进行的批量删除
总结:在mysql数据库中,sql语句中最好不要在in或not in关键字的查询里动态获取匹配的值,数据量大的情况下使用它们效率很低,可以使用左右连接来代替in操作,这样效率会提高很多倍,大数据量下尤为明显。