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upgrading spark to 2.4
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Apache Spark
Created ‎06-26-2021 09:47 PM
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Dear All,
On one particular cluster we have spark 2.3 running(CDH 5.15.1). can it be possible to only upgrade spark to 2.4 ? by remaining on the same CDH version(5.15.1). will it compatible with existing service ?. kindly suggest
Created ‎06-28-2021 07:22 PM
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Hi @javidshaik
Yes based on cloudera documentation, it is not supported multiple versions under same Cloudera Manager Server.
Created ‎06-28-2021 02:39 AM
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Hi @javidshaik
CDH 5.x and HDP 2.X version clusters has reached end of life support. Better upgrade your cluster to CDH 6.X/CDP 7.X version.
Both CDH 6.X and CDP 7.X clusters will support Spark 2.4 versions.
Please refer following documentation:
https://www.cloudera.com/legal/policies/support-lifecycle-policy.html
Created ‎06-28-2021 02:43 AM
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Hi @RangaReddy
Yeah true i agree. thanks, but just wanted to know is it feasible or not to only update to spark2.4 on the cluster ? or will there be any compatibility issues. Appreciate your response
Created ‎06-28-2021 04:04 AM
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Hi @javidshaik
I have checked with internal team. We can migrate Spark version from Spark 2.3 to 2.4 mentioned the details in below document.
2.4 Release 2 | CDH 5.10 and any higher CDH 5.x versions |
2.4 Release 1 | CDH 5.10 and any higher CDH 5.x versions |
https://docs.cloudera.com/documentation/spark2/latest/topics/spark2_requirements.html
But Spark 2.3 -> 2.4 version changes have higher potential of risks.
If you are satisfied with my answer please Accept as solution.
Created ‎06-28-2021 08:56 AM
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hi @RangaReddy
thanks for the below details.
Basically i have two(PROD & Stage) CDH (5.15.1) clusters with spark 2.3(2.3.0.cloudera4-1.cdh5.13.3.p0.611179) running on each cluster under one CM. so i wanted to upgrade to spark2.4 only on one(stage) CDH(5.15.1) cluster. so as per below documentation link provided its being said
" All CDH clusters managed by the same Cloudera Manager Server must use exactly the same version of CDS Powered by Apache Spark. For example, you cannot use the built-in CDH Spark service, a CDS 2.1 service, and a CDS 2.2 service. You must choose only one CDS 2 Powered by Apache Spark release"
So i believe we cannot perform upgrade on this right. kindly confirm
Created ‎06-28-2021 07:22 PM
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Hi @javidshaik
Yes based on cloudera documentation, it is not supported multiple versions under same Cloudera Manager Server.
Created ‎06-28-2021 09:15 PM
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ok thanks for the confirmation @RangaReddy
Created ‎02-18-2022 05:17 AM
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Hi
As mentioned below, Spark 2.3 -> 2.4 version changes have higher potential of risks.
May i know what are the those risks. It would be more helpful if you share right link for these and also share what the considerations need to be taken while upgrading form spark 1.6 to 2.4 and spark 2.3 to spark 2.4
Thanks
Rajesh
Created on ‎02-21-2022 02:12 AM - edited ‎02-21-2022 02:16 AM
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Please find the few of the references:
- https://spark.apache.org/docs/2.4.0/sql-migration-guide.html
- https://blog.knoldus.com/migration-from-spark-1-x-to-spark-2-x/
- https://docs.cloudera.com/documentation/enterprise/upgrade/topics/ug_spark_post.html
Note: We don't have document for upgrading straight from spark 1.x to spark 2.4
Created ‎02-21-2022 04:39 AM
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Thanks for the update.
Is there any changes in sizing and memory for spark 2.4?
