Dandandan commented on PR #19761:
URL: https://github.com/apache/datafusion/pull/19761#issuecomment-3743995482

   What might be a good thing to try:
   
   Currently, a high part of the cost of the `Partitioned` join is 
repartitioning the entire build side of the join - which currently copies all 
of the columns twice(!), this makes this hash join slower if this side is 
large/wide. We could avoid one copy in `RepartitionExec` (using arrow-rs 
coalesce API when fully implemented), but not two.
    
   `CollectLeft` avoids this cost at the right side, but is single threaded, 
which greatly limits the parallelism in the query.
   
   We should be able to do the hash % mod of the build side **during** the 
join, avoiding the need for a `RepartitionExec` passing the indices of the 
matching partitions to the left sides - which should greatly reduce the 
overhead of the repartitioning.


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