zhengruifeng opened a new pull request, #58184:
URL: https://github.com/apache/spark/pull/58184

   ### What changes were proposed in this pull request?
   
   This PR backports #58147 to `branch-4.x`.
   
   It computes decision tree model stats in a single traversal of the root 
node. It adds
   `Node.computeStats`, which returns a `NodeStats` value containing the 
subtree depth, number of
   descendants, and number of leaves. Decision tree classification and 
regression models compute
   these stats once and `DecisionTreeModel` reuses them for `numNodes`, 
`depth`, and leaf metadata.
   
   This also renames the package-private `numLeave` helper to `numLeaves`. In 
this backport, the
   MiMa exclusions are placed in the 4.4 compatibility section.
   
   ### Why are the changes needed?
   
   Before this change, decision tree model metadata could traverse the tree 
separately for depth,
   node count, and leaf count. Computing these values together avoids redundant 
tree walks.
   
   ### Does this PR introduce _any_ user-facing change?
   
   No.
   
   ### How was this patch tested?
   
   Manually tested with:
   
   ```
   git diff --check upstream/branch-4.x...HEAD
   git diff -U0 upstream/branch-4.x...HEAD -- '*.scala' | awk '/^\+[^+]/ { 
line=substr($0, 2); if (length(line)>100 && line !~ 
/^[[:space:]]*(import|package) / && line !~ /https?:\/\//) print 
FILENAME":"NR": "length(line)" chars: "line }'
   git diff -U0 upstream/branch-4.x...HEAD -- '*.scala' | awk '/^\+[^+]/ && 
/[^\x00-\x7F]/ { print }'
   ```
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: OpenAI Codex
   


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