coderfender commented on code in PR #21456:
URL: https://github.com/apache/datafusion/pull/21456#discussion_r3061010490


##########
datafusion/functions-aggregate-common/src/aggregate/count_distinct/native.rs:
##########
@@ -165,3 +165,354 @@ impl<T: ArrowPrimitiveType + Debug> Accumulator for 
FloatDistinctCountAccumulato
         size_of_val(self) + self.values.size()
     }
 }
+
+/// Optimized COUNT DISTINCT accumulator for u8 using a bool array.
+/// Uses 256 bytes to track all possible u8 values.
+#[derive(Debug)]
+pub struct BoolArray256DistinctCountAccumulator {
+    seen: Box<[bool; 256]>,

Review Comment:
   Results using `MutableBuffer` : (slower than directly using bitmap) 
   
   ```
   group                                          bitmap_count_distinct         
         bitmap_count_distinct_mutable_buffer    main
   -----                                          ---------------------         
         ------------------------------------    ----    6.2±0.22µs        ? 
?/sec
   count_distinct i16 bitmap                      1.03      3.1±0.14µs        ? 
?/sec    1.00      3.0±0.02µs        ? ?/sec     26.16    77.9±3.43µs        ? 
?/sec
   count_distinct i64 80% distinct                1.03     48.2±0.44µs        ? 
?/sec    1.00     47.0±0.40µs        ? ?/sec     1.02     48.0±1.49µs        ? 
?/sec
   count_distinct i64 99% distinct                1.02     48.3±0.46µs        ? 
?/sec    1.00     47.2±0.92µs        ? ?/sec     1.02     48.3±2.14µs        ? 
?/sec
   count_distinct i8 bitmap                       1.00      2.9±0.43µs        ? 
?/sec    1.37      3.9±0.06µs        ? ?/sec     5.75     16.4±0.26µs        ? 
?/sec
   count_distinct u16 bitmap                      1.06      3.2±0.30µs        ? 
?/sec    1.00      3.0±0.16µs        ? ?/sec     25.58    77.7±1.82µs        ? 
?/sec
   count_distinct u8 bitmap                       1.00      2.1±0.03µs        ? 
?/sec    1.90      3.9±0.08µs        ? ?/sec     8.14  
   ```



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