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[SPARK-48268][CORE] Add a configuration for SparkContext.setCheckpoin…
…tDir ### What changes were proposed in this pull request? This PR adds `spark.checkpoint.dir` configuration so users can set the checkpoint dir when they submit their application. ### Why are the changes needed? Separate the configuration logic so the same app can run with a different checkpoint. In addition, this would be useful for Spark Connect with #46570. ### Does this PR introduce _any_ user-facing change? Yes, it adds a new user-facing configuration. ### How was this patch tested? unittest added ### Was this patch authored or co-authored using generative AI tooling? No. Closes #46571 from HyukjinKwon/SPARK-48268. Lead-authored-by: Hyukjin Kwon <[email protected]> Co-authored-by: Hyukjin Kwon <[email protected]> Signed-off-by: Hyukjin Kwon <[email protected]>
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