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Posted to issues@spark.apache.org by "WuZeyi (Jira)" <ji...@apache.org> on 2019/10/23 01:21:00 UTC
[jira] [Updated] (SPARK-29553) This problemis about using native
BLAS to improvement ML/MLLIB performance
[ https://issues.apache.org/jira/browse/SPARK-29553?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
WuZeyi updated SPARK-29553:
---------------------------
Description:
I use {color:#ff0000}native BLAS{color} to improvement ML/MLLIB performance on Yarn.
The file {color:#ff0000}spark-env.sh{color} which is modified by SPARK-21305 said that I should set {color:#ff0000}OPENBLAS_NUM_THREADS=1{color} to disable multi-threading of OpenBLAS, but it does not take effect.
I modify {color:#ff0000}spark.conf{color} to set {color:#FF0000}spark.executorEnv.OPENBLAS_NUM_THREADS=1{color}，and the performance improve.
I think MKL_NUM_THREADS is the same.
was:
I use {color:#FF0000}native BLAS{color} to improvement ML/MLLIB performance on Yarn.
The file {color:#FF0000}spark-env.sh{color} which is modified by [SPARK-21305] said that I should set {color:#FF0000}OPENBLAS_NUM_THREADS=1{color} to disable multi-threading of OpenBLAS, but it does not take effect.
I modify {color:#FF0000}spark.conf{color} to set OPENBLAS_NUM_THREADS=1，and the performance improve.
I think MKL_NUM_THREADS is the same.
> This problemis about using native BLAS to improvement ML/MLLIB performance
> --------------------------------------------------------------------------
>
> Key: SPARK-29553
> URL: https://issues.apache.org/jira/browse/SPARK-29553
> Project: Spark
> Issue Type: Improvement
> Components: ML, MLlib
> Affects Versions: 2.3.0, 2.4.4
> Reporter: WuZeyi
> Priority: Major
> Labels: performance
>
> I use {color:#ff0000}native BLAS{color} to improvement ML/MLLIB performance on Yarn.
> The file {color:#ff0000}spark-env.sh{color} which is modified by SPARK-21305 said that I should set {color:#ff0000}OPENBLAS_NUM_THREADS=1{color} to disable multi-threading of OpenBLAS, but it does not take effect.
> I modify {color:#ff0000}spark.conf{color} to set {color:#FF0000}spark.executorEnv.OPENBLAS_NUM_THREADS=1{color}，and the performance improve.
>
>
> I think MKL_NUM_THREADS is the same.
>
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