Abhisheklearn12 opened a new pull request, #9768:
URL: https://github.com/apache/arrow-rs/pull/9768

   # Which issue does this PR close?
   
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   - Closes #8985
   
   # Rationale for this change
   
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   `unpack_dictionary` handled all Dictionary→View casts correctly but incurred 
an unnecessary copy of the values buffer on every cast. For Dictionary arrays 
with many repeated values (the common use case), this copies data for every 
logical row rather than once.
                                                                                
                                                                              
   A fast path already existed for `Utf8->Utf8View` and `Binary->BinaryView` 
via `view_from_dict_values`, which reuses the values buffer zero-copy and only 
writes 16-byte view structs per row. This PR extends that to the  remaining 
cases called out in the TODO comments. 
   
   # What changes are included in this PR?
   
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     - Add `(LargeUtf8, Utf8View)` fast path in `dictionary_cast`: reuses the  
values buffer zero-copy when i64 offsets fit in `u32` (buffer < 4 GiB), falls 
back to `unpack_dictionary` when the buffer is too large                        
                                                                    
     - Add `(LargeBinary, BinaryView)` fast path with the same offset-fit check 
                                                                                
 
     - Add `(Utf8, BinaryView)` cross cast fast path: UTF-8 strings are always 
valid binary so the buffer is reused unconditionally                            
                                                                          
     - Add `(Binary, Utf8View)` cross cast via new 
`binary_dict_to_string_view`: validates UTF-8 of dictionary values and reuses 
the buffer zero-copy when all valid; respects `CastOptions::safe` , nullifies 
rows pointing to invalid dictionary values when `safe=true`, returns 
`CastError` when `safe=false`
   
   # Are these changes tested?
   
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   Yes. Added 6 tests in `arrow-cast/src/cast/mod.rs`:                          
                                                                               
                     
     - `test_dict_large_utf8_to_utf8view`-> `LargeUtf8->Utf8View` fast path, 
including null keys and values longer than 12 bytes (buffered views)
     - `test_dict_large_binary_to_binary_view` -> `LargeBinary->BinaryView` 
fast path, including null keys                                                  
                                                                               
     - `test_dict_utf8_to_binary_view` -> `Utf8->BinaryView` cross cast
     - `test_dict_binary_to_utf8view_valid` -> `Binary->Utf8View` when all 
dictionary values are valid UTF-8 (zero-copy fast path)                         
                                                                          
     - `test_dict_binary_to_utf8view_invalid_utf8_strict` -> `Binary->Utf8view` 
with invalid UTF-8 and `safe=false` returns `CastError`                         
                                                                          
     - `test_dict_binary_to_utf8view_invalid_utf8_safe` -> `Binary->Utf8View` 
with invalid UTF-8 and `safe=true` nullifies every row whose key points to an 
invalid dictionary value, preserving valid rows
   
   # Are there any user-facing changes?
   
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    Yes. Casting `Dictionary<_, LargeUtf8>->Utf8View`, `Dictionary<_, 
LargeBinary>->BinaryView`, `Dictionary<_, Utf8> >BinaryView`, and 
`Dictionary<_, Binary>->Utf8View` is now significantly faster for large arrays 
with repeated values. The dictionary values buffer is reused without copying 
instead of being fully unpacked row-by-row.   


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