itholic opened a new pull request, #50038:
URL: https://github.com/apache/spark/pull/50038

   ### What changes were proposed in this pull request?
   
   This PR proposes to use appropriate structure of JSON format for 
`PySparkLogger` by updating `JSONFormatter`.
   
   ### Why are the changes needed?
   
   To align the log structure with JVM side. Currently the "stacktrace" does 
not align.
   
   ### Does this PR introduce _any_ user-facing change?
   
   The output JSON structure will include "stacktrace" in correct format:
   
   **Before**
   ```json
   {
     "ts": "2025-02-21 15:40:52,043",
     "level": "ERROR",
     "logger": "TestLogger",
     "msg": "Exception occurred",
     "context": {"user": "test_user_stacktrace"},
     "exception": {
       "class": "ValueError",
       "msg": "Test Exception",
       "stacktrace": [
         "Traceback (most recent call last):", "  File 
\"/spark/python/pyspark/logger/tests/test_logger.py\", line 115, in 
test_log_exception_with_stacktrace", "    raise ValueError(\"Test 
Exception\")", "ValueError: Test Exception"
       ]
     }
   }
   ```
   
   **After**
   ```json
   {
     "ts": "2025-02-21 15:40:52,043",
     "level": "ERROR",
     "logger": "TestLogger",
     "msg": "Exception occurred",
     "context": {"user": "test_user_stacktrace"},
     "exception": {
       "class": "ValueError",
       "msg": "Test Exception",
       "stacktrace": [
         {
           "class": "ValueError",
           "method": "test_log_exception_with_stacktrace",
           "file": "/spark/python/pyspark/logger/tests/test_logger.py",
           "line": "115"
         }
       ]
     }
   }
   ```
   
   ### How was this patch tested?
   
   Added related UT
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   No
   


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