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Posted to issues@spark.apache.org by "Nick Pentreath (JIRA)" <ji...@apache.org> on 2016/06/17 12:35:05 UTC

[jira] [Resolved] (SPARK-15447) Performance test for ALS in Spark 2.0

     [ https://issues.apache.org/jira/browse/SPARK-15447?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Nick Pentreath resolved SPARK-15447.
------------------------------------
       Resolution: Fixed
    Fix Version/s: 2.0.0

> Performance test for ALS in Spark 2.0
> -------------------------------------
>
>                 Key: SPARK-15447
>                 URL: https://issues.apache.org/jira/browse/SPARK-15447
>             Project: Spark
>          Issue Type: Task
>          Components: ML
>    Affects Versions: 2.0.0
>            Reporter: Xiangrui Meng
>            Assignee: Nick Pentreath
>            Priority: Critical
>              Labels: QA
>             Fix For: 2.0.0
>
>
> We made several changes to ALS in 2.0. It is necessary to run some tests to avoid performance regression. We should test (synthetic) datasets from 1 million ratings to 1 billion ratings.
> cc [~mlnick] [~holdenk] Do you have time to run some large-scale performance tests?
> Links:
> [Results spreadsheet|https://docs.google.com/spreadsheets/d/1iX5LisfXcZSTCHp8VPoo5z-eCO85A5VsZDtZ5e475ks/edit?usp=sharing]
> [Raw results for SPARK-14891|https://docs.google.com/document/d/1tlWFCv8zWJuxv_gfAhd-57TKURVyrYkF9v4FLl4Lpn0/edit?usp=sharing]
> [Raw results for SPARK-6716|https://docs.google.com/document/d/12qLLX84Dg-XJAgoSQzmb0-bSncjTHhg7A_JJcQneDiE/edit?usp=sharing]



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