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From "Yerui Sun (JIRA)" <>
Subject [jira] [Resolved] (KYLIN-1186) Support precise Count Distinct using bitmap
Date Fri, 22 Jan 2016 14:17:39 GMT


Yerui Sun resolved KYLIN-1186.
    Resolution: Fixed

Merged into 2.x-staging, thanks yang for your reviewing and comment.

> Support precise Count Distinct using bitmap
> -------------------------------------------
>                 Key: KYLIN-1186
>                 URL:
>             Project: Kylin
>          Issue Type: Improvement
>          Components: Job Engine
>    Affects Versions: v1.1
>            Reporter: Yerui Sun
>            Assignee: Yerui Sun
>             Fix For: v2.0, v1.3
>         Attachments: KYLIN-1186-1.x-staging.2.patch, KYLIN-1186-1.x-staging.patch, KYLIN-1186-2.x-staging.2.patch,
>   Original Estimate: 168h
>  Remaining Estimate: 168h
> For now, kylin only support non-precise count distinct by hyperloglog.
> In our production scenario, there're strongly requirements for precise count distinct,
mainly for the column of type int or bigint, such as user-id, product-id, etc.
> Implementing of precise count distinct for all types is difficult and not efficiency.
However, only supporting int or bigint make this much easier. The values can be projected
into a bitmap, which is easy to be compressed and stored, and easy to count.
> I've created a POC based on RoaringBitmap, proving that worked. There's some more work
to be done:
> * RoaringBitmap only support int, there need a solution to support bigint;
> * Add a new measure and codec, like HyperLogLogPlusCounter, make it easy to use;
> * Add new measure on web ui, and check that whether the column type is int or bigint;

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