kosiew opened a new pull request, #13995:
URL: https://github.com/apache/datafusion/pull/13995

   ## Which issue does this PR close?
   
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   Closes #13949.
   
   ## 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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changes and offer better suggestions for fixes.  
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   When an aggregation operator spills intermediate (partial) state to disk, it 
needs a schema that includes both the group-by columns and partial-aggregator 
columns (e.g., partial sums, counts, etc.). Previously, the code used the 
original input schema for spilling, which does not match the additional columns 
representing aggregator states. As a result, reading back the spilled data 
caused a mismatch error:
   
   ```
   ArrowError(InvalidArgumentError(
     "number of columns(3) must match number of fields(2) in schema"
   ))
   ```
   
   This PR addresses that by introducing a partial aggregation schema that 
combines group columns and aggregator state columns, ensuring consistency when 
spilling and later reading the spilled data.
   
   ## 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.
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   1. A new helper function, build_partial_agg_schema(), creates a partial 
schema by merging:
   
   - Group-by fields
   - Each aggregator’s internal “state fields”
   
   2. The aggregate operator is updated to use this partial schema when 
spilling or merging spilled data rather than the original (input) schema, which 
fixes the column mismatch error.
   
   
   ## Are these changes tested?
   
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   Yes
   
   ## Are there any user-facing changes?
   
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   No
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