There's a new feature in hive called LLAP. During the investigation I've found out that it's quite difficult to configure LLAP so there's a component called Apache Slider that will configure it. Still I couldn't find any documentation for manual configuration without Slider. https://cwiki.apache.org/confluence/display/Hive/LLAP
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Take a look at this documentation.
https://hortonworks.com/hadoop-tutorial/interactive-sql-hadoop-hive-llap/
[Updated] it seems like the above page was removed by Hortonworks The only option I can suggested now is

Chenna V
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It's a dead link – chhantyal May 03 '17 at 22:27
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@chhantyal well looks like hortonworks removed it. Doing a google search will give this as the first link https://www.google.com/search?q=hadoop+interactive-sql-hadoop-hive-llap&oq=hadoop+interactive-sql-hadoop-hive-llap&aqs=chrome..69i57j69i64.1982j0j4&sourceid=chrome&ie=UTF-8 – Chenna V May 04 '17 at 16:22