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Posted to issues@spark.apache.org by "Feynman Liang (JIRA)" <ji...@apache.org> on 2015/07/11 09:41:04 UTC
[jira] [Comment Edited] (SPARK-8997) Improve LocalPrefixSpan
performance
[ https://issues.apache.org/jira/browse/SPARK-8997?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14623292#comment-14623292 ]
Feynman Liang edited comment on SPARK-8997 at 7/11/15 7:40 AM:
---------------------------------------------------------------
Why PrimitiveKeyOpenHashMap if keys will be Array[Int] (and later Array[Array[Item]]), which are not primitive and will not benefit from @specialized annotations?
I'm also not clear on what is meant by 3; aren't list and array both eager (did you mean to use a Stream)? Which part of the code exactly are you referring to?
was (Author: fliang):
Why PrimitiveKeyOpenHashMap if keys will be Array[Int] (and later Array[Array[Item]]), which are not primitive and will not benefit from @specialized annotations?
> Improve LocalPrefixSpan performance
> -----------------------------------
>
> Key: SPARK-8997
> URL: https://issues.apache.org/jira/browse/SPARK-8997
> Project: Spark
> Issue Type: Improvement
> Components: MLlib
> Affects Versions: 1.5.0
> Reporter: Xiangrui Meng
> Assignee: Feynman Liang
> Original Estimate: 24h
> Remaining Estimate: 24h
>
> We can improve the performance by:
> 1. run should output Iterator instead of Array
> 2. Local count shouldn't use groupBy, which creates too many arrays. We can use PrimitiveKeyOpenHashMap
> 3. We can use list to avoid materialize frequent sequences
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