zhengruifeng commented on PR #56200:
URL: https://github.com/apache/spark/pull/56200#issuecomment-4581143719

   ### CI performance: before vs after
   
   **Samples:** BEFORE = 3 `build_uds` scheduled runs (2026-05-04, 2026-05-19, 
2026-05-25 — `precompile` job was already running but `tpcds-1g` not yet 
consuming it). AFTER = 1 PR run (2026-05-29, this PR).
   
   | Step | BEFORE avg (n=3) | AFTER | Savings |
   |---|---:|---:|---:|
   | **Generate TPC-DS data** (SBT compile + data gen) | **9m28s** | **2m44s** 
| **~6m44s** |
   | Total job wall-time | 86m56s | 81m06s | **~5m50s (~7%)** |
   
   Samples:
   - BEFORE-1: [apache/spark run 
26379069496](https://github.com/apache/spark/actions/runs/26379069496) 
(2026-05-25, `build_uds` scheduled)
   - BEFORE-2: [apache/spark run 
26071135105](https://github.com/apache/spark/actions/runs/26071135105) 
(2026-05-19, `build_uds` scheduled)
   - BEFORE-3: [apache/spark run 
25297013619](https://github.com/apache/spark/actions/runs/25297013619) 
(2026-05-04, `build_uds` scheduled)
   - AFTER: [zhengruifeng/spark run 
26632958957](https://github.com/zhengruifeng/spark/actions/runs/26632958957) 
(2026-05-29, this PR)
   
   ### Where the savings come from
   
   Before this PR, the `tpcds-1g` job's first SBT invocation is 
`sql/Test/runMain GenTPCDSData`, but it also drives a full `sql/core` compile 
from scratch before the data generator can run. That is why the "Generate 
TPC-DS data" step took ~9.5 min even when no new data is needed -- roughly 7 of 
those minutes was SBT compile. With the precompile artifact, SBT sees the 
pre-built `target/` and goes straight to data generation: the step drops to 
2m44s, a ~6m44s reduction that is very consistent across the 3 BEFORE samples 
(9m24s--9m35s).
   
   ### Test phase -- unaffected (as expected)
   
   | Phase | BEFORE avg | AFTER | Delta |
   |---|---:|---:|---:|
   | Sort merge join | 18m29s | 18m31s | +0m02s |
   | Broadcast hash join | 7m04s | 7m05s | +0m01s |
   | Shuffled hash join | 18m47s | 17m54s | −0m53s |
   | Collated data | 31m26s | 31m04s | −0m22s |
   
   All within CI noise -- the precompile artifact has no effect on SQL query 
execution speed.
   
   ### Bottom line
   
   ~7% wall-clock reduction per `tpcds-1g` run (~5m50s), driven by eliminating 
the duplicate `sql/core` compile that the shared precompile job already 
produced. Like the docker/k8s jobs in 
[SPARK-57069](https://issues.apache.org/jira/browse/SPARK-57069), the savings 
are real and stable but partially masked by the long (~75min) test-dominated 
job.


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