HyukjinKwon opened a new pull request, #40123:
URL: https://github.com/apache/spark/pull/40123

   ### What changes were proposed in this pull request?
   
   This PR proposes to do not cache local port.
   
   ### Why are the changes needed?
   
   When Spark Context is stopped, and started again, the Spark Connect server 
shuts down and starts up again too (while JVM itself is alive). So, we should 
not cache the local port but have the new local port.
   
   ### Does this PR introduce _any_ user-facing change?
   
   No, test-only.
   
   ### How was this patch tested?
   
   I tested it on the top of https://github.com/apache/spark/pull/40109. That 
PR should validate it.


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