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https://issues.apache.org/jira/browse/MAPREDUCE-326?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12831537#action_12831537
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Milind Bhandarkar commented on MAPREDUCE-326:
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> Back to a low-level binary API: the proposal here isn't to deprecate any 
> higher level APIs, but rather to add a new lower-level API that we can 
> implement both the current APIs and new APIs atop. This should in fact help 
> us to preserve high-level API compatibility longer, since the mapreduce 
> kernel will be independent of the high-level API.

+1 !!

I have always thought of hadoop MR APIs as assembly language, and gradually no 
one will use it directly. The low-level APIs will be great for Pig, Hive, HBase 
and other high-level languages to translate to, without making compromises for 
efficiency.

> The lowest level map-reduce APIs should be byte oriented
> --------------------------------------------------------
>
>                 Key: MAPREDUCE-326
>                 URL: https://issues.apache.org/jira/browse/MAPREDUCE-326
>             Project: Hadoop Map/Reduce
>          Issue Type: Improvement
>            Reporter: eric baldeschwieler
>
> As discussed here:
> https://issues.apache.org/jira/browse/HADOOP-1986#action_12551237
> The templates, serializers and other complexities that allow map-reduce to 
> use arbitrary types complicate the design and lead to lots of object creates 
> and other overhead that a byte oriented design would not suffer.  I believe 
> the lowest level implementation of hadoop map-reduce should have byte string 
> oriented APIs (for keys and values).  This API would be more performant, 
> simpler and more easily cross language.
> The existing API could be maintained as a thin layer on top of the leaner API.

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