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Posted to issues@spark.apache.org by "Nick Pentreath (JIRA)" <ji...@apache.org> on 2016/06/03 17:22:59 UTC
[jira] [Comment Edited] (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:comment-tabpanel&focusedCommentId=15314441#comment-15314441 ]
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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