jianxind opened a new pull request #7871:
URL: https://github.com/apache/arrow/pull/7871


   1. Use BitBlockCounter to speedup the performance for typical 0.01% 
null-able data.
   2. Enable AVX compiler auto vectorize version for no-nulls on int types. 
Float/Double use fmin/fmax to handle NaN which can't be vectorize by compiler.
   3. Also add test case to cover different null probability.


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