sandeshkr419 commented on PR #23816:
URL: https://github.com/apache/datafusion/pull/23816#issuecomment-5259358458

   Thanks @2010YOUY01 for the review and sharing benchmark data. I was able to 
reproduce the regression on my end and find the issue and add new benhcmarks. 
   
   **On the regression:** Root cause was `changing registers from [u8; 16384] 
to Vec<u8>` (double allocation per accumulator) and `p/q/p_mask` becoming 
struct fields loaded on every add_hashed call instead of compile-time 
constants. 
   Fixed in a follow-up commit: registers are back to an inline array (single 
allocation as before), and a `hll_update!` macro uses compile-time constants 
for the `p=14` path. Valid range is also tightened to 
`HLL_P_MIN..=DEFAULT_HLL_P (4..=14)` since p>14 was outside the feature intent 
of memory consumption and performance improvement.
   Special handling of p=14 is to avoid performance hit on default case.
   
   **On benchmarks**: Added two new groups: `approx_distinct_precision` and 
`approx_distinct_grouped_precision`, running across p ∈ {8, 10, 12, 14} for 
i64, utf8, and Decimal128. Confirms the expected ordering: p=12 is ~40% faster 
than p=14, p=8 ~50% faster, primarily from count() scanning 4× and 64× fewer 
registers respectively.
   
   Please help review the changes and re-trigger benchmarks for another round 
of validation!
   
   


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