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Posted to issues@spark.apache.org by "hosein (JIRA)" <ji...@apache.org> on 2017/04/17 09:30:41 UTC
[jira] [Commented] (SPARK-20352) PySpark SparkSession
initialization take longer every iteration in a single application
[ https://issues.apache.org/jira/browse/SPARK-20352?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15970906#comment-15970906 ]
hosein commented on SPARK-20352:
--------------------------------
I monitor execution time of every line in my code and this line:
spark = SparkSession.builder.appName("sync_task").config('spark.driver.maxResultSize' , '5g').getOrCreate()
take too long (20 or more seconds) if my code runs for hours.
> PySpark SparkSession initialization take longer every iteration in a single application
> ---------------------------------------------------------------------------------------
>
> Key: SPARK-20352
> URL: https://issues.apache.org/jira/browse/SPARK-20352
> Project: Spark
> Issue Type: Question
> Components: PySpark
> Affects Versions: 2.1.0
> Environment: Ubuntu 12
> Spark 2.1
> JRE 8.0
> Python 2.7
> Reporter: hosein
>
> I run Spark on a standalone Ubuntu server with 128G memory and 32-core CPU. Run spark-sumbit my_code.py without any additional configuration parameters.
> In a while loop I start SparkSession, analyze data and then stop the context and this process repeats every 10 seconds.
> {code}
> while True:
> spark = SparkSession.builder.appName("sync_task").config('spark.driver.maxResultSize' , '5g').getOrCreate()
> sc = spark.sparkContext
> #some process and analyze
> spark.stop()
> {code}
> When program starts, it works perfectly.
> but when it works for many hours. spark initialization take long time. it makes 10 or 20 seconds for just initializing spark.
> So what is the problem ?
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