rluvaton opened a new pull request, #17967:
URL: https://github.com/apache/datafusion/pull/17967

   ## Which issue does this PR close?
   
   N/A
   
   ## Rationale for this change
   
   the benchmark did not test what it expected, i.e. `u64_wide` was the same in 
every batch.
   
   I run this query for the data:
   ```
   SELECT
       COUNT(*) AS total_count,
       COUNT(DISTINCT u64_wide) AS unique_count,
       COUNT(DISTINCT u64_wide) * 1.0 / COUNT(*) AS cardinality
   FROM t;
   ```
   
   Before:
   ```
   | total_count | unique_count | cardinality |
   | ----------- | ------------ | ----------- |
   |    65536    |    2048      |   0.03125   |
   ```
   
   After:
   ```
   | total_count | unique_count | cardinality |
   | ----------- | ------------ | ----------- |
   |    65536    |    65536     |     1.0     |
   ```
   
   
   ## What changes are included in this PR?
   
   used the batch random when generating u64_wide and added another benchmark 
for testing pure grouping performance for more than 1 column.
   
   ## Are these changes tested?
   
   No need
   
   ## Are there any user-facing changes?
   
   Nope


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