弄错的Hive与MapReduce小文件合并问题第一季第二集

来我们公司搞小文件治理（小于10Mb），小文件太多的危害就不此赘述了。公司的开发人员提供的合并小文件治理配置如下：

-- 设置小文件合并
set hive.merge.mapfiles=true;
set hive.merge.mapredfiles=true;
set hive.merge.size.per.task = 256000000 ;
set hive.merge.smallfiles.avgsize= 256000000 ;
看上去配置的没啥问题，不管是Map-only，还是MapReduce都考虑到了，只要输出的文件小于这个值，就重新启动一个MR去执行文件合并。看也符合Hive官网的配置解释

然而现实并非如此，废话不多说，you can you code,no can no bb.
原分析表数据在HDFS存储为551个小文件，下面所有的测试都是基于这个文件。
1.测试代码方案1
设置启动map前文件合并，先使用官方默认配置，实现文件合并测试

set hive.input.format = org.apache.hadoop.hive.ql.io.CombineHiveInputFormat; --官方默认值，也是当前平台默认值
set hive.merge.smallfiles.avgsize=16000000; --官方默认值，也是当前平台默认值
set hive.merge.size.per.task=256000000; --官方默认值，也是当前平台默认值
set hive.merge.mapfiles =true ; --官方默认值，也是当前平台默认值
set hive.merge.mapredfiles = true ; --官方默认值，也是当前平台默认值

drop table if exists FDM_SOR.T_FSA_BHVR_NEW_EXPO_D_tmp_tmp;
create table FDM_SOR.t_fsa_bhvr_new_expo_d_tmp_tmp
stored as orc
as
select
*
from FDM_SOR.t_fsa_bhvr_new_expo_d
where stat_date = '20200630'
结果：只产生了438个文件，看样子效果不错，文件变少了，但是发现还是有很多小于16Mb的文件，为啥设置了不管用呢，是不是set hive.merge.smallfiles.avgsize官方的默认值给的太小了。需要加大。看实验2.

2.测试代码方案2
设置启动map前文件合并，将set hive.merge.smallfiles.avgsize值加大，增加文件合并的Size。按照官方的说法当输出的文件平均小于16Mb时系统会再启动一个MR进行文件合并。这下该管用了吧，请看：

set hive.input.format = org.apache.hadoop.hive.ql.io.CombineHiveInputFormat; --官方默认值，也是当前平台默认值
set hive.merge.smallfiles.avgsize=256000000; --改了这个值，由默认的16Mb，改成256Mb
set hive.merge.size.per.task=256000000; --官方默认值，也是当前平台默认值
set hive.merge.mapfiles =true ; --官方默认值，也是当前平台默认值
set hive.merge.mapredfiles = true ; --官方默认值，也是当前平台默认值

drop table if exists FDM_SOR.T_FSA_BHVR_NEW_EXPO_D_tmp_tmp;
create table FDM_SOR.t_fsa_bhvr_new_expo_d_tmp_tmp
stored as orc
as
select
*
from FDM_SOR.t_fsa_bhvr_new_expo_d
where stat_date = '20200630'
废话不多说，上结果请看

结果分析：没错，第一次MR因为Combinetext启动了438个map和上面一样，果然接着又启动了一个MR,进行输出后的文件合并。看样子很DIAO。合并要求文件大小不小256Mb，然后实际呢？pappa。文件虽然减少了很多到351个，但依然有很多小文件，很多小于10Mb的文件，这个时候心里肯定一句
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