coderfender opened a new issue, #1960:
URL: https://github.com/apache/datafusion-ballista/issues/1960

   Follow-up to #1916 (part of #1827).
   
   #1916 collects per-column null counts on the executor and stores them 
aggregated on `SuccessfulStage.output_column_stats` in the scheduler. They are 
not yet consumed: `ShuffleReaderExec::partition_statistics` 
(`stats_for_partition` in `shuffle_reader.rs`) still returns 
`column_statistics: vec![ColumnStatistics::new_unknown(); num_fields]`, so the 
optimizer never sees them.
   
   Threading the stored stats to the reader touches ~5 sites:
   1. `finalise_stage_internal` (`aqe/planner.rs`) — carry 
`output_column_stats` alongside partitions.
   2. `resolve_shuffle_partitions` (`aqe/execution_plan/exchange.rs` + 
`adaptive.rs`) — store stats next to partition locations.
   3. `BallistaAdapter::transform_children` (`aqe/adapter.rs`) — pass into 
`ShuffleReaderExec::try_new*`.
   4. `ShuffleReaderExec` — new field plus proto/serde changes (serialized core 
plan node).
   5. `stats_for_partition` (`shuffle_reader.rs`) — use the carried stats 
instead of `new_unknown()`.
   
   Also:
   - [ ] Collect stats on the sort-based shuffle-write path 
(`sort_shuffle/writer.rs`, currently empty; TODO in code).
   - [ ] Collect stats on the single-partition write path (`shuffle_writer.rs`, 
currently empty; TODO in code).
   


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