felipepessoto commented on code in PR #12745:
URL: https://github.com/apache/gluten/pull/12745#discussion_r3768838956


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docs/developers/velox-backend-CI.md:
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@@ -38,4 +38,11 @@ Since the Docker image is rebuilt weekly, the ccache is 
mostly outdated, so it i
 
 ## Updating the Docker Image
 The GitHub secrets `DOCKERHUB_USER` and `DOCKERHUB_TOKEN` are used to push 
Docker images to [Docker Hub](https://hub.docker.com/r/apache/gluten/tags).
-Note that GitHub secrets are not accessible in PRs from forked repos.
\ No newline at end of file
+Note that GitHub secrets are not accessible in PRs from forked repos.
+
+## Delta Spark UT
+`delta_spark_ut.yml` runs delta-io/delta's own `spark` test suite against a 
Gluten Velox bundle, so Gluten is validated against a real Delta release. A 
number of those tests fail today. Not because Gluten declines to offload a plan 
-- that should fall back to vanilla Spark and the test should still pass. Some 
are real gaps (fallback not happening where it should, metrics that differ from 
vanilla, native-side bugs), and some are expected: a test that asserts on the 
query plan sees a different plan once the scan or operators are offloaded, 
which is by design rather than a defect. So the job does not gate on "any 
failure": it compares each run against a committed baseline of known failures 
in `.github/workflows/util/delta-spark-ut/known-failures.txt` and fails on a 
**new** failure, or on a baseline test that starts **passing** (which means the 
baseline needs updating). It also fails outright if a run produced no usable 
results -- missing or truncated JUnit reports, or fewer shards than
  expected -- rather than passing on partial data.

Review Comment:
   Reflowed to one sentence per line



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