Please vote on releasing the following candidate as Apache Spark version {version}. The vote is open until {deadline} and passes if a majority +1 PMC votes are cast, with a minimum of 3 +1 votes. [ ] +1 Release this package as Apache Spark {version} [ ] -1 Do not release this package because ... To learn more about Apache Spark, please see https://spark.apache.org/ The tag to be voted on is {tag} (commit {tag_commit}): https://github.com/apache/spark/tree/{tag} The release files, including signatures, digests, etc. can be found at: https://dist.apache.org/repos/dist/dev/spark/{tag}-bin/ Signatures used for Spark RCs can be found in this file: https://dist.apache.org/repos/dist/dev/spark/KEYS The staging repository for this release can be found at: https://repository.apache.org/content/repositories/orgapachespark-{repo_id}/ The documentation corresponding to this release can be found at: https://dist.apache.org/repos/dist/dev/spark/{tag}-docs/ The list of bug fixes going into {version} can be found at the following URL: https://issues.apache.org/jira/projects/SPARK/versions/{jira_version_id} FAQ ========================= How can I help test this release? ========================= If you are a Spark user, you can help us test this release by taking an existing Spark workload and running on this release candidate, then reporting any regressions. If you're working in PySpark you can set up a virtual env and install the current RC via "pip install https://dist.apache.org/repos/dist/dev/spark/{tag}-bin/pyspark-{version}.tar.gz" and see if anything important breaks. In the Java/Scala, you can add the staging repository to your projects resolvers and test with the RC (make sure to clean up the artifact cache before/after so you don't end up building with a out of date RC going forward). =========================================== What should happen to JIRA tickets still targeting {version}? =========================================== The current list of open tickets targeted at {version} can be found at: {open_issues_link} Committers should look at those and triage. Extremely important bug fixes, documentation, and API tweaks that impact compatibility should be worked on immediately. Everything else please retarget to an appropriate release. ================== But my bug isn't fixed? ================== In order to make timely releases, we will typically not hold the release unless the bug in question is a regression from the previous release. That being said, if there is something which is a regression that has not been correctly targeted please ping me or a committer to help target the issue.