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[SPARK-52369] Fix Session ID to be lowercased always
### What changes were proposed in this pull request?
This PR aims to fix `SparkSession` to make `Session ID` lowercased always.
### Why are the changes needed?
Apache Spark handles `SessionID` in a case sensitive way and assumes lowercases always.
### Does this PR introduce _any_ user-facing change?
Yes, previously, the user-given Session ID might be mismatched due to the case-sensitivity.
### How was this patch tested?
Pass the CIs.
### Was this patch authored or co-authored using generative AI tooling?
No.
Closes#188 from dongjoon-hyun/SPARK-52369.
Authored-by: Dongjoon Hyun <[email protected]>
Signed-off-by: Dongjoon Hyun <[email protected]>
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