lyne7-sc opened a new pull request, #21237:
URL: https://github.com/apache/datafusion/pull/21237

   ## Which issue does this PR close?
   
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   - Closes #.
   
   ## 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.
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   This PR optimizes `map_extract` for common key types. Previously, 
`map_extract` compared keys by building single-element array slices for each 
comparison. That is more expensive than necessary for common key types such as 
primitive integers, strings, and binary values.
   
   ## What changes are included in this PR?
   
   - specialize `map_extract` key lookup for primitive, string, and binary key 
types using direct value comparison instead of array slicing
   - keep the generic fallback for unsupported key types
   - add a `map_extract` benchmark with representative cases
   
   ### Benchmark
   ```
   group                                                main                    
                optimized
   -----                                                ----                    
                ---------
   map_extract_1000_binary_found_last                   97.64   174.3±6.10ms    
    ? ?/sec     1.00  1784.9±63.47µs        ? ?/sec
   map_extract_1000_binary_view_found_last              72.04   188.1±3.65ms    
    ? ?/sec     1.00      2.6±0.18ms        ? ?/sec
   map_extract_1000_int32_found_last                    388.31   154.4±2.12ms   
     ? ?/sec    1.00   397.5±23.08µs        ? ?/sec
   map_extract_1000_utf8_found_last                     80.58   173.5±6.90ms    
    ? ?/sec     1.00      2.2±0.06ms        ? ?/sec
   map_extract_1000_utf8_found_middle                   79.85    84.7±2.36ms    
    ? ?/sec     1.00  1061.0±53.43µs        ? ?/sec
   map_extract_1000_utf8_view_found_last                64.81   175.7±5.23ms    
    ? ?/sec     1.00      2.7±0.12ms        ? ?/sec
   ```
   
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   ## Are these changes tested?
   
   Yes. slt passed, and benchmark coverage was added.
   
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   ## Are there any user-facing changes?
   
   No.
   
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