Ruifeng Zheng created SPARK-61229:
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             Summary: Support native KMeans training and prediction in the Rust 
client
                 Key: SPARK-61229
                 URL: https://issues.apache.org/jira/browse/SPARK-61229
             Project: Spark
          Issue Type: New Feature
          Components: Connect
    Affects Versions: connect-rust-4.3.0
            Reporter: Ruifeng Zheng


Add a native KMeans estimator and fitted model using the Spark Connect ML Fit 
command and cached model reference. Expose all 12 constructor parameter setters 
in Rust and the Python binding. Validate held-out cluster memberships, 
separately trained models, sample weights, seed reproducibility, Euclidean and 
cosine distance, row and block solvers, invalid inputs and session isolation 
against Spark 4.3.0 and official PySpark.



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