jiayuasu opened a new pull request, #3289:
URL: https://github.com/apache/sedona/pull/3289

   ## Did you read the Contributor Guide?
   
   - Yes, I have read the [Contributor 
Rules](https://sedona.apache.org/latest/community/rule/) and [Contributor 
Development Guide](https://sedona.apache.org/latest/community/develop/).
   
   ## Is this PR related to a ticket?
   
   - Yes, and the PR name follows the format `[GH-XXX] my subject`.
   
   Closes #3288.
   
   ## What changes were proposed in this PR?
   
   This PR implements `GeoDataFrame.from_dict` for small, in-memory 
dictionaries.
   
   It:
   
   - delegates dictionary parsing, orientation, and column selection to the 
installed GeoPandas version;
   - preserves active geometry selection, CRS metadata, arbitrary index and row 
order, empty inputs, and multiple geometry columns;
   - handles Spark 3 geometry-type inference when geometry-valued columns begin 
with missing values, including inactive object-typed geometry columns;
   - shares the local GeoPandas conversion path with 
`GeoDataFrame.from_features`; and
   - documents driver materialization, Spark schema constraints, and 
distributed alternatives for large datasets.
   
   ## How was this patch tested?
   
   - Spark 3.4.0 / Python 3.8.13 / GeoPandas 0.13.2 / Shapely 1.8.5.post1: 9 
focused tests passed.
   - Spark 4.1.1 / Python 3.11.13 / GeoPandas 1.1.4 / Shapely 2.1.2: 9 focused 
tests passed.
   - All commit hooks and `git diff --check` passed.
   
   The tests cover default and index-oriented dictionaries, implicit and 
explicit geometry selection, CRS preservation, leading null geometries, 
arbitrary row order, temporary-column name collisions, multiple geometry 
dtypes, inactive object-typed geometry columns, empty inputs, and the existing 
`from_features` conversion path.
   
   ## Did this PR include necessary documentation updates?
   
   - Yes, I am adding a new API. I am using the [current SNAPSHOT version 
number](https://github.com/apache/sedona/blob/99239524f17389fc4ae9548ea88756f8ea538bb9/pom.xml#L29)
 in `vX.Y.Z` format.
   
   The method documentation marks the API as added in `2.0.0`, and the release 
notes are updated.
   


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