somu-imply opened a new pull request, #12439:
URL: https://github.com/apache/druid/pull/12439

   The `latest` aggregator is not vectorized. This causes queries to take up a 
lot of time while running this aggregator. This is the first part of a work in 
progress where the longLast, floatLast and doubleLast aggregators are 
vectorized. The three have been added to the benchmark tests as well where 
there has been a 50% reduction in time.
   
   ```
   Benchmark                        (query)  (rowsPerSegment)  (vectorize)  
Mode  Cnt    Score    Error  Units
   SqlExpressionBenchmark.querySql       38           5000000        false  
avgt    5  176.557 ±  9.317  ms/op
   SqlExpressionBenchmark.querySql       38           5000000        force  
avgt    5   95.854 ±  3.002  ms/op
   SqlExpressionBenchmark.querySql       39           5000000        false  
avgt    5  139.142 ±  7.784  ms/op
   SqlExpressionBenchmark.querySql       39           5000000        force  
avgt    5   65.736 ±  5.199  ms/op
   SqlExpressionBenchmark.querySql       40           5000000        false  
avgt    5  129.723 ± 43.386  ms/op
   SqlExpressionBenchmark.querySql       40           5000000        force  
avgt    5   51.946 ±  4.960  ms/op
   ```
   where 
   ```
   38-->LongLast
   39-->DoubleLast
   40-->FloatLast
   ```
   This is a **work under progress as of now**.
   
   This PR has:
   - [ ] been self-reviewed.
      - [ ] using the [concurrency 
checklist](https://github.com/apache/druid/blob/master/dev/code-review/concurrency.md)
 (Remove this item if the PR doesn't have any relation to concurrency.)
   - [ ] added documentation for new or modified features or behaviors.
   - [ ] added Javadocs for most classes and all non-trivial methods. Linked 
related entities via Javadoc links.
   - [ ] added or updated version, license, or notice information in 
[licenses.yaml](https://github.com/apache/druid/blob/master/dev/license.md)
   - [ ] added comments explaining the "why" and the intent of the code 
wherever would not be obvious for an unfamiliar reader.
   - [ ] added unit tests or modified existing tests to cover new code paths, 
ensuring the threshold for [code 
coverage](https://github.com/apache/druid/blob/master/dev/code-review/code-coverage.md)
 is met.
   - [ ] added integration tests.
   - [ ] been tested in a test Druid cluster.
   


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