fallintoplace opened a new pull request, #1327:
URL: https://github.com/apache/arrow-go/pull/1327

   ### What
   
   - Speed up `Equal` and `ApproxEqual` when one array has no validity bitmap.
   
   ### Why
   
   - Comparing an absent bitmap with a materialized bitmap currently checks 
validity one row at a time.
   
   ### Implementation
   
   - Use `CountSetBits` on the present bitmap, respecting its slice offset.
   - Preserve empty-buffer handling and bitmap checks when declared null counts 
are inconsistent.
   
   ### Benchmark
   
   Apple M1 Pro, Go 1.26.3, `GOMAXPROCS=1`. Medians of six alternating 
before/after runs, 300 ms per case. Each case below compares 1,048,576 values 
with one absent bitmap and one materialized bitmap. Binary/string values are 8 
bytes each.
   
   | Case | Before | After | Speedup |
   | --- | ---: | ---: | ---: |
   | Boolean, Equal | 8,806.5 µs | 21.3 µs | 414.4x |
   | Boolean, ApproxEqual | 4,643.2 µs | 20.9 µs | 221.9x |
   | Int8, Equal | 5,868.4 µs | 58.9 µs | 99.6x |
   | Int64, Equal | 7,586.4 µs | 494.7 µs | 15.3x |
   | Binary, Equal | 11,979.7 µs | 1,658.2 µs | 7.2x |
   | String, Equal | 8,959.1 µs | 1,895.6 µs | 4.7x |
   | String, ApproxEqual | 19,381.8 µs | 11,087.5 µs | 1.7x |
   
   No new allocations. The benchmark also covers 64-value arrays, unaligned 
slices, and controls with both bitmaps present or both absent.
   


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