Nook001 commented on PR #26941:
URL: https://github.com/apache/datafusion/pull/26941#issuecomment-6536143870

   Quick update: I'm testing a further refinement to improve memory accounting 
accuracy for small primitive `COUNT(DISTINCT)` tables.
   
   The candidate replaces `std::collections::HashSet` with DataFusion's 
existing `datafusion_common::HashSet` (hashbrown), retaining the explicit 
`RandomState`. This allows us to use `allocation_size()` directly, eliminating 
the remaining 16-byte estimation residual without hard-coded corrections or 
capacity-based layout assumptions.
   
   Preliminary Windows/MSVC validation is promising:
   
   - 41 scenarios across 5 accumulator types (Float64, Int32, Int64, 
Decimal128, Decimal256).
   - All 10,250 candidate retained-heap measurements showed zero estimation 
error.
   - Targeted unit tests, `aggregate.slt`, formatting, and Clippy passed.
   
   The candidate has not yet been committed or pushed. Windows performance 
measurements were affected by concurrent background workloads, so I am not 
treating those results as representative.
   
   I'm proceeding with Linux allocation and performance validation before 
incorporating this refinement into the PR. I'll update the implementation and 
testing summary once the results are confirmed.


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