zhengruifeng opened a new pull request, #57552:
URL: https://github.com/apache/spark/pull/57552

   ### What changes were proposed in this pull request?
   
   This PR adds a specialized `RFormulaModel.estimatedSize` implementation. It 
counts the model metadata, the resolved formula, and the nested `PipelineModel` 
through its parent-safe estimate.
   
   ### Why are the changes needed?
   
   The default model-size estimate clears only the outer model parent. 
`RFormulaModel` retains its nested pipeline, whose stages can otherwise retain 
estimator-parent graphs and overcount Spark session or context state in ML 
Connect cache accounting.
   
   ### Does this PR introduce _any_ user-facing change?
   
   No.
   
   ### How was this patch tested?
   
   Added `RFormulaSuite` coverage that fits a categorical R formula and 
verifies that the fitted model estimate stays below the expected upper bound.
   
   Also ran `git diff --check`, ASCII, and source-line-length checks.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: Codex (GPT-5)


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