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Posted to issues@spark.apache.org by "Nick Pentreath (JIRA)" <ji...@apache.org> on 2016/06/17 12:29:05 UTC
[jira] [Updated] (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 updated SPARK-15447:
-----------------------------------
Description:
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]
was:
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?
> 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?
> Links:
> [Results spreadsheet|https://docs.google.com/spreadsheets/d/1iX5LisfXcZSTCHp8VPoo5z-eCO85A5VsZDtZ5e475ks/edit?usp=sharing]
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