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Posted to jira@arrow.apache.org by "David Li (Jira)" <ji...@apache.org> on 2021/08/09 14:26:00 UTC
[jira] [Commented] (ARROW-1565) [C++][Compute] Implement
TopK/BottomK streaming execution nodes
[ https://issues.apache.org/jira/browse/ARROW-1565?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17396072#comment-17396072 ]
David Li commented on ARROW-1565:
---------------------------------
Daniel Lemire compared various approaches (modifications of the heap approach or modifications of quickselect) and found that the heap wins in his tests: https://lemire.me/blog/2017/06/21/top-speed-for-top-k-queries/
If we want this to perfectly emulate Pandas's nlargest/nsmallest then there are some additional complications (inputs must have a defined order to resolve ties, and/or we must be able to track and output duplicate values).
> [C++][Compute] Implement TopK/BottomK streaming execution nodes
> ---------------------------------------------------------------
>
> Key: ARROW-1565
> URL: https://issues.apache.org/jira/browse/ARROW-1565
> Project: Apache Arrow
> Issue Type: New Feature
> Components: C++
> Reporter: Wes McKinney
> Priority: Major
> Labels: Analytics, query-engine
> Fix For: 6.0.0
>
>
> Heap-based topk can compute these indices in O(n log k) time
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