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https://issues.apache.org/jira/browse/SPARK-15447?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15314441#comment-15314441
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Nick Pentreath edited comment on SPARK-15447 at 6/3/16 5:22 PM:
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Added a second tab to the sheet for testing DF-based API from 2.0.0-SNAPSHOT vs 
1.6.1 for SPARK-14891. Again, 2.0 is faster and no performance regression 
overall.

Test time seems a bit worse on average in 2.0 - but the 1.6.1 result has very 
large variance so inconclusive that performance is really worse.


was (Author: mlnick):
Added a second tab to the sheet for testing DF-based API from 2.0.0-SNAPSHOT vs 
1.6.1 for SPARK-14891. Again, 2.0 is faster and no performance regression.

> 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
>
> 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?



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