Namit Jain created HIVE-3502:
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             Summary: design efficient bucketing techniques
                 Key: HIVE-3502
                 URL: https://issues.apache.org/jira/browse/HIVE-3502
             Project: Hive
          Issue Type: New Feature
          Components: Query Processor
            Reporter: Namit Jain


Currently, the bucketing techniques are fairly expensive - The bucketing keys 
have to be the same as the reduction keys and the process of bucketization 
requires
a fully blown map-reduce job.

It should be possible to perform a map-side bucketization. The high level idea 
is
to shard the data based on the number of buckets, and create a sub-directory 
for each
bucket. Then, the data from all the mappers (in the same sub-directory) can be 
merged.
So, instead of having 1 file per directory, it would lead to 1 directory per 
directory.

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