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Milind Bhandarkar commented on MAPREDUCE-326: --------------------------------------------- > 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. -- This message is automatically generated by JIRA. - You can reply to this email to add a comment to the issue online.