notashes opened a new pull request, #20168:
URL: https://github.com/apache/datafusion/pull/20168

   ## Which issue does this PR close?
   
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enhancements and this helps us generate change logs for our releases. You can 
link an issue to this PR using the GitHub syntax. For example `Closes #123` 
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   - Closes #20152 
   
   ## Rationale for this change
   
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    Why are you proposing this change? If this is already explained clearly in 
the issue then this section is not needed.
    Explaining clearly why changes are proposed helps reviewers understand your 
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   Compile time monomorphization helps bring `rehash` outside the hot loop 
where it's not required. 
   
   ## What changes are included in this PR?
   
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   There is no need to duplicate the description in the issue here but it is 
sometimes worth providing a summary of the individual changes in this PR.
   -->
   Currently the PR adds a specialized `hash_dictionary_inner()` function with 
const generic parameters that check for nulls in keys, values. 
   
   ## Are these changes tested?
   
   <!--
   We typically require tests for all PRs in order to:
   1. Prevent the code from being accidentally broken by subsequent changes
   2. Serve as another way to document the expected behavior of the code
   
   If tests are not included in your PR, please explain why (for example, are 
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   There are no additional tests yet. But I will add 'em as I continue. The 
benchmark results seem promising.
   here's `cargo bench --bench with_hashes -- dictionary` for
   
    <details>
    <summary>origin/main</summary>
   
   ```
   Gnuplot not found, using plotters backend
   Benchmarking dictionary_utf8_int32: single, no nulls
   Benchmarking dictionary_utf8_int32: single, no nulls: Warming up for 3.0000 s
   Benchmarking dictionary_utf8_int32: single, no nulls: Collecting 100 samples 
in estimated 5.0461 s (470k iterations)
   Benchmarking dictionary_utf8_int32: single, no nulls: Analyzing
   dictionary_utf8_int32: single, no nulls
                           time:   [10.668 µs 10.700 µs 10.734 µs]
   Found 1 outliers among 100 measurements (1.00%)
     1 (1.00%) low mild
   
   Benchmarking dictionary_utf8_int32: single, nulls
   Benchmarking dictionary_utf8_int32: single, nulls: Warming up for 3.0000 s
   Benchmarking dictionary_utf8_int32: single, nulls: Collecting 100 samples in 
estimated 5.0428 s (409k iterations)
   Benchmarking dictionary_utf8_int32: single, nulls: Analyzing
   dictionary_utf8_int32: single, nulls
                           time:   [12.269 µs 12.293 µs 12.322 µs]
   Found 3 outliers among 100 measurements (3.00%)
     3 (3.00%) high mild
   
   Benchmarking dictionary_utf8_int32: multiple, no nulls
   Benchmarking dictionary_utf8_int32: multiple, no nulls: Warming up for 
3.0000 s
   Benchmarking dictionary_utf8_int32: multiple, no nulls: Collecting 100 
samples in estimated 5.0864 s (162k iterations)
   Benchmarking dictionary_utf8_int32: multiple, no nulls: Analyzing
   dictionary_utf8_int32: multiple, no nulls
                           time:   [31.357 µs 31.426 µs 31.506 µs]
   Found 7 outliers among 100 measurements (7.00%)
     1 (1.00%) low mild
     5 (5.00%) high mild
     1 (1.00%) high severe
   
   Benchmarking dictionary_utf8_int32: multiple, nulls
   Benchmarking dictionary_utf8_int32: multiple, nulls: Warming up for 3.0000 s
   Benchmarking dictionary_utf8_int32: multiple, nulls: Collecting 100 samples 
in estimated 5.0842 s (141k iterations)
   Benchmarking dictionary_utf8_int32: multiple, nulls: Analyzing
   dictionary_utf8_int32: multiple, nulls
                           time:   [36.060 µs 36.135 µs 36.220 µs]
   Found 10 outliers among 100 measurements (10.00%)
     3 (3.00%) low severe
     1 (1.00%) low mild
     1 (1.00%) high mild
     5 (5.00%) high severe
   ```
   </details>
   
   <details>
   <summary>feat/brunch-prediction</summary>
   
   ```
   Gnuplot not found, using plotters backend
   Benchmarking dictionary_utf8_int32: single, no nulls
   Benchmarking dictionary_utf8_int32: single, no nulls: Warming up for 3.0000 s
   Benchmarking dictionary_utf8_int32: single, no nulls: Collecting 100 samples 
in estimated 5.0176 s (1.1M iterations)
   Benchmarking dictionary_utf8_int32: single, no nulls: Analyzing
   dictionary_utf8_int32: single, no nulls
                           time:   [4.7186 µs 4.7496 µs 4.7821 µs]
                           change: [−55.829% −55.537% −55.240%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   Benchmarking dictionary_utf8_int32: single, nulls
   Benchmarking dictionary_utf8_int32: single, nulls: Warming up for 3.0000 s
   Benchmarking dictionary_utf8_int32: single, nulls: Collecting 100 samples in 
estimated 5.0295 s (712k iterations)
   Benchmarking dictionary_utf8_int32: single, nulls: Analyzing
   dictionary_utf8_int32: single, nulls
                           time:   [6.9647 µs 7.0426 µs 7.1281 µs]
                           change: [−43.806% −43.445% −42.993%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 16 outliers among 100 measurements (16.00%)
     1 (1.00%) low severe
     4 (4.00%) low mild
     1 (1.00%) high mild
     10 (10.00%) high severe
   
   Benchmarking dictionary_utf8_int32: multiple, no nulls
   Benchmarking dictionary_utf8_int32: multiple, no nulls: Warming up for 
3.0000 s
   Benchmarking dictionary_utf8_int32: multiple, no nulls: Collecting 100 
samples in estimated 5.0600 s (348k iterations)
   Benchmarking dictionary_utf8_int32: multiple, no nulls: Analyzing
   dictionary_utf8_int32: multiple, no nulls
                           time:   [13.365 µs 13.384 µs 13.404 µs]
                           change: [−57.610% −57.464% −57.313%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 12 outliers among 100 measurements (12.00%)
     2 (2.00%) low severe
     4 (4.00%) low mild
     4 (4.00%) high mild
     2 (2.00%) high severe
   
   Benchmarking dictionary_utf8_int32: multiple, nulls
   Benchmarking dictionary_utf8_int32: multiple, nulls: Warming up for 3.0000 s
   Benchmarking dictionary_utf8_int32: multiple, nulls: Collecting 100 samples 
in estimated 5.0569 s (242k iterations)
   Benchmarking dictionary_utf8_int32: multiple, nulls: Analyzing
   dictionary_utf8_int32: multiple, nulls
                           time:   [20.785 µs 20.962 µs 21.173 µs]
                           change: [−42.370% −42.001% −41.579%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 18 outliers among 100 measurements (18.00%)
     1 (1.00%) low severe
     3 (3.00%) high mild
     14 (14.00%) high severe
   ```
   
    </details>
   
   ## Are there any user-facing changes?
   
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updated before approving the PR.
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   If there are any breaking changes to public APIs, please add the `api 
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