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[jvm-packages][breaking]Rework xgboost4j jvm packages for spark #10617

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[jvm-packages][breaking]Rework xgboost4j jvm packages for spark #10617

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Commits on Jul 22, 2024

  1. Rework xgboost jvm packages for spark 

    - Remove xgboost4j-gpu and move its functionality to xgboost4j-spark-gpu
- Remove any soft links in xgboost4j-spark-gpu
- Abstract an XGBoost Estimator which handles the common functionality for all xgboost estimators.
- Support XGBoostRanker
- Remove any unnecessary ETL in XGBoost
- Fix the missing value usage
- Support uber jar for xgboost4j-spark
- Support uber jar for xgboost4j-spark-gpu
- Rework GPU plugin
- More sannity test to ensure the training/transform results are same between CPU and GPU.
    @wbo4958
    wbo4958 committed Jul 22, 2024
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