Hadoop map side join 条件任务

Hadoop map side join conditional task

我正在学习配置单元映射连接并遇到了条件任务。我有以下关于条件任务的问题

  1. hadoop map join 中的条件任务是什么?
  2. 条件任务如何帮助识别 map 连接中的小table?
  3. 以下配置单元属性的区别及其重要性

    设置hive.auto.convert.join.noconditionaltask.size;

    设置hive.mapjoin.smalltable.filesize;

有人可以回答上述问题并帮助我理解 map 端连接中的条件任务。

    1. What is a conditional task in hadoop map join ? 

     During compilation time, the query processor generates a
 conditional task containing a list of tasks and among this one of the tasks gets resolved to run during execution time. 



2. How does conditional task help in identifying the small table in map join? 

During the execution stage, the conditional task knows the exact file size of each input table, even if the table is an intermediate one. If all the tables are too large to be converted into map join, then just run the common join task as previously. If one of the tables is large and others are small enough to run map join, then the conditional task will pick the corresponding map join local task to run. By this mechanism, it can convert the common join into a map join automatically and dynamically. 

 3. What is difference between the following hive properties and their significance


    hive. Auto. Convert. Join

    default value: false

    This is used for auto join conversion. Once auto join is enabled, you need not specify the map-join in the query. 

 hive. Auto. Convert. Join. Noconditionaltask

 default value: true  



   This controls whether hive should enable the optimization of converting common join into map-join based on the input file size or not.If the total size of small tables is larger than 25MB, then the conditional task will choose the original common join to run.

 hive. Auto. Convert. Join. Noconditionaltask. Size

default value: 10000000

 If the sum of size for n-1 of the tables/partitions for an n-way join is smaller than this size, the join is directly converted to a map join (there is no conditional task). The default is 10mb. But this is dependent on hive. Auto. Convert. Join. Noconditionaltask and works only when it is true.

更多详情: https://cwiki.apache.org/confluence/download/attachments/27362054/Hive+Summit+2011-join.pdf