asolimando opened a new pull request, #23051:
URL: https://github.com/apache/datafusion/pull/23051

   ## Which issue does this PR close?
   
   - Closes #22958.
   
   ## Rationale for this change
   
   Follow-up to #21815. Per @2010YOUY01's suggestion there, this decouples 
statistics
   traversal/caching from each operator's computation: operators now express 
only local
   propagation, while the walk and cache live in an external 
`StatisticsContext`.
   
   ## What changes are included in this PR?
   
   - `StatisticsContext` owns the bottom-up walk + per-walk cache; 
`compute(plan, args)`
     resolves children, then calls the operator.
   - `ExecutionPlan::statistics_from_inputs(input_stats, args)` — stateless 
local
     propagation from pre-resolved child stats; default delegates to deprecated
     `partition_statistics`.
   - `ExecutionPlan::child_stats_requests(partition) -> Vec<ChildStats>` — 
per-child
     directive (`At(Option<usize>)` / `Skip`) for which partition each child is 
computed
     at (e.g. broadcast joins request the build side overall; `UnionExec` skips
     non-owning inputs).
   - Removes the unreleased `statistics_with_args`; `partition_statistics` stays
     deprecated.
   - Migrates all operators/callers; updates the 55.0.0 upgrade guide.
   
   ## Are these changes tested?
   
   Yes — existing statistics tests now run through 
`StatisticsContext::compute`, plus new
   unit tests for the cache and the `compute_statistics` benchmark.
   
   ## Are there any user-facing changes?
   
   Yes (public `ExecutionPlan` API): `partition_statistics` deprecated in favor 
of
   `statistics_from_inputs`; new `StatisticsContext` / `ChildStats`; unreleased
   `statistics_with_args` removed. Upgrade guide updated.
   
   ---
   
   Reviewer note: `statistics_from_inputs` takes `args: &StatisticsArgs` 
(currently just
   `partition`) as a non-breaking extension seam rather than a bare `partition` 
— happy
   to change if preferred (see #22958).
   
   ----
   
   Disclaimer: I used AI to assist in the code generation, I have manually 
reviewed the output and it matches my intention and understanding.
   


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