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      • Verify from git log whether they are actually making it in the new RC or not. Check for JIRA issues with release-notes label, and make sure they are documented in relevant migration guide for breaking changes or in the release news on the website later.
      spark.apache.org/release-process.html
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  2. Verify that the resources are present in https://www.apache.org/dist/spark/. It may take a while for them to be visible. This will be mirrored throughout the Apache network. Check the release checker result of the release at https://checker.apache.org/projs/spark.html.

  3. You can use spark-submit --status (as described in Mastering Apache Spark 2.0). spark-submit --status [submission ID] See the code of spark-submit for reference:

  4. On the spark application UI. If you click on the link : "parquet at Nativexxxx" it would show you Details for the running stage. On that screen there would be a column "Input Size/Records". If your job is progressing the number shown in that column would change.

  5. Mar 27, 2024 · Always refer to the official documentation or release notes for the specific PySpark version you use for the most accurate and updated information regarding compatible Python versions. Compatibility might vary slightly or be enhanced in minor releases within a major PySpark version.

  6. Apr 2, 2018 · Or if you’d rather try out a specific patch you can check out the pull request to your local machine with git fetch origin pull/ID/head:BRANCHNAME where ID is the PR number. You may...

    • Holden Karau
  7. Starting with Spark 1.0.0, the Spark project will follow the semantic versioning guidelines with a few deviations. These small differences account for Spark’s nature as a multi-module project. Spark versions. Each Spark release will be versioned: [MAJOR].[FEATURE].[MAINTENANCE]

  8. Jul 10, 2024 · Apache Spark pools in Azure Synapse use runtimes to tie together essential component versions such as Azure Synapse optimizations, packages, and connectors with a specific Apache Spark version. Each runtime is upgraded periodically to include new improvements, features, and patches.

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