vaibhawvipul opened a new pull request, #3808:
URL: https://github.com/apache/datafusion-comet/pull/3808

   ## Which issue does this PR close?
   
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   Closes #3760 .
   
   ## Rationale for this change
   
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   When running Spark SQL tests with native_datafusion scan, tests expecting 
errors for duplicate/ambiguous fields in case-insensitive mode fail because 
DataFusion's Parquet reader doesn't enforce Spark's case-sensitivity 
validation. Instead of detecting duplicates and raising the proper Spark error, 
the native reader silently returns wrong results or falls back to Spark.
   
   ## What changes are included in this PR?
   
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   Native duplicate field detection (Rust):
   - Added per-column duplicate detection in schema_adapter.rs via 
check_column_duplicate() - checks each Column expression in the physical plan 
for ambiguous case-insensitive matches against the original physical schema
   
   Removed plan-time fallback (Scala):
   - Removed the fallback block in CometScanRule.scala that detected duplicate 
field names at plan time and fell back to Spark -  duplicates are now detected 
at read time in the native reader
   
   Spark SQL test diffs (3.4.3, 3.5.8, 4.0.1):
   - Removed IgnoreCometNativeDataFusion annotations for issue-3760 from 
FileBasedDataSourceSuite and ParquetFilterSuite
   - Adapted error interception in tests to handle both Spark's 
SparkException(FAILED_READ_FILE) wrapper and Comet's direct 
SparkRuntimeException
   
   ## How are these changes tested?
   
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   - Rust and Scala tests 
   - Spark SQL tests verified:
       - Spark native readers should respect spark.sql.caseSensitive - parquet
       - SPARK-25207: exception when duplicate fields in case-insensitive mode


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