jiayuasu opened a new issue, #3196:
URL: https://github.com/apache/sedona/issues/3196

   Part of #2230.
   
   Implement the following distributed GeoPandas APIs in one batch:
   
   - `GeoSeries.sample_points`
   - `sedona.spark.geopandas.points_from_xy`
   - `GeoDataFrame.to_wkt`
   - `GeoDataFrame.to_wkb`
   
   The implementations should use native Spark/Sedona expressions and keep
   geometry rows distributed. They must not collect data to the driver or use
   Python row UDFs.
   
   Expected behavior:
   
   - `sample_points` supports GeoPandas-compatible uniform sampling, scalar or
     distributed sample sizes where appropriate, deterministic seeded execution,
     nulls, empties, and supported geometry families.
   - `points_from_xy` constructs a distributed `GeoSeries`, supports optional Z
     coordinates and CRS metadata, preserves distributed indexes, and validates
     alignment consistently with the rest of the Sedona GeoPandas layer.
   - `GeoDataFrame.to_wkt` and `GeoDataFrame.to_wkb` convert every 
geometry-typed
     column while preserving non-geometry columns, indexes, column labels, 
nulls,
     and row distribution. `to_wkb` also supports hexadecimal output.
   - Spark Connect execution remains supported.
   
   Add direct tests and GeoPandas parity tests covering named and duplicate
   indexes, MultiIndex inputs where supported, null and empty geometries,
   multiple geometry columns, CRS metadata, argument validation, and execution
   plans without Python UDF nodes.
   


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