mattmartin14 commented on PR #1534:
URL: https://github.com/apache/iceberg-python/pull/1534#issuecomment-2634539038

   > Hey @mattmartin14 Yes, I think we can merge this soon, but I would love to 
drop data fusion if possible. I've been doing some incremental reviews to make 
sure we can do it step by step. Regarding the `rows_to_insert`, I don't think 
we need a join for that. Joins are often pretty expensive since it involve 
sorting the data.
   > 
   > 
   > 
   > Some pseudocode to explain what I was thinking of:
   > 
   > ```python
   > 
   > # From before
   > 
   > pred: BooleanExpression = ...
   > 
   > arrow_expr = expression_to_pyarrow(pred)
   > 
   > 
   > 
   > # What we already have
   > 
   > df = tbl.scan(row_filter=pred).to_arrow()
   > 
   > 
   > 
   > rows_to_overwrite = df.filter(arrow_expr)
   > 
   > rows_to_append = df.filter(~arrow_expr)  # ~ is the not expression in Arrow
   > 
   > ```
   
   Ok, let me keep plugging away at this and see if we can get rid of data 
fusion.
   
   On generating my test sets of data though, can I use duckdb for that (which 
appears you already support as a dependency)?
   - this would just be for my test cases to pre-generate a source and target 
dataframe/iceberg table


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