Copilot commented on code in PR #12278:
URL: https://github.com/apache/gluten/pull/12278#discussion_r3399058304


##########
.github/workflows/delta_spark_ut.yml:
##########
@@ -0,0 +1,388 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Runs Delta Lake's `spark` sbt module unit tests against a Gluten Velox bundle
+# that is built from the source in this repository. The pipeline:
+#
+#   1. Builds the Velox/Gluten native libraries (centos-7 + vcpkg, x86_64).
+#   2. Builds the Gluten Java/Scala jars and assembles the
+#      `gluten-velox-bundle-spark<spark>_<scala>-linux_amd64-<version>.jar`
+#      fat jar for Spark 4.1 + Scala 2.13 + Java 17 with the Delta profile.
+#   3. Clones delta-io/delta at the requested release tag (default `v4.2.0`),
+#      drops the bundle jar into `spark-unified/lib/` only (NOT `spark/lib/`
+#      -- see setup-delta.sh for the unmanagedJars scoping rationale),
+#      patches Delta's `DeltaSQLCommandTest` to register the Gluten plugin,
+#      and runs `sbt spark/test` sharded across the matrix.
+#
+# Limited to Velox + x86 to keep the matrix simple, per the pipeline's purpose
+# of validating Gluten changes against the latest Delta release.
+
+name: Delta Spark UT (Gluten)
+
+on:
+  workflow_dispatch:
+    inputs:
+      delta_ref:
+        description: 'delta-io/delta git ref (tag/branch/SHA) to test against'
+        required: true
+        default: 'v4.2.0'
+      spark_version:
+        description: 'Delta `-DsparkVersion` value (must match the Gluten -P 
profile below)'
+        required: true
+        default: '4.1'
+      test_parallelism:
+        description: 'Forked test JVMs per shard (TEST_PARALLELISM_COUNT)'
+        required: true
+        default: '1'
+  pull_request:
+    paths:
+      - '.github/workflows/delta_spark_ut.yml'
+      - '.github/workflows/util/delta-spark-ut/**'
+      - 'gluten-delta/**'
+      - 'backends-velox/src-delta40/**/DeltaSQLCommandTest.scala'
+
+env:
+  ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION: true

Review Comment:
   Setting `ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION: true` weakens workflow 
hardening by allowing deprecated/insecure Node runtimes for actions. Since this 
workflow is using `actions/*@v4` (Node 20), this env var should be removed 
unless there is a demonstrated need for it in this repo.



##########
.github/workflows/delta_spark_ut.yml:
##########
@@ -0,0 +1,388 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Runs Delta Lake's `spark` sbt module unit tests against a Gluten Velox bundle
+# that is built from the source in this repository. The pipeline:
+#
+#   1. Builds the Velox/Gluten native libraries (centos-7 + vcpkg, x86_64).
+#   2. Builds the Gluten Java/Scala jars and assembles the
+#      `gluten-velox-bundle-spark<spark>_<scala>-linux_amd64-<version>.jar`
+#      fat jar for Spark 4.1 + Scala 2.13 + Java 17 with the Delta profile.
+#   3. Clones delta-io/delta at the requested release tag (default `v4.2.0`),
+#      drops the bundle jar into `spark-unified/lib/` only (NOT `spark/lib/`
+#      -- see setup-delta.sh for the unmanagedJars scoping rationale),
+#      patches Delta's `DeltaSQLCommandTest` to register the Gluten plugin,
+#      and runs `sbt spark/test` sharded across the matrix.
+#
+# Limited to Velox + x86 to keep the matrix simple, per the pipeline's purpose
+# of validating Gluten changes against the latest Delta release.
+
+name: Delta Spark UT (Gluten)
+
+on:
+  workflow_dispatch:
+    inputs:
+      delta_ref:
+        description: 'delta-io/delta git ref (tag/branch/SHA) to test against'
+        required: true
+        default: 'v4.2.0'
+      spark_version:
+        description: 'Delta `-DsparkVersion` value (must match the Gluten -P 
profile below)'
+        required: true
+        default: '4.1'
+      test_parallelism:
+        description: 'Forked test JVMs per shard (TEST_PARALLELISM_COUNT)'
+        required: true
+        default: '1'
+  pull_request:
+    paths:
+      - '.github/workflows/delta_spark_ut.yml'
+      - '.github/workflows/util/delta-spark-ut/**'
+      - 'gluten-delta/**'
+      - 'backends-velox/src-delta40/**/DeltaSQLCommandTest.scala'
+
+env:
+  ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION: true
+  MVN_CMD: 'build/mvn -ntp'
+  CCACHE_DIR: "${{ github.workspace }}/.ccache"
+  # Gluten profile / bundle naming for the build-gluten-bundle and
+  # delta-spark-test jobs. Spark 4.1 + Scala 2.13 + JDK 17 matches Delta 
v4.2.0's
+  # default Spark version (4.1.0) from project/CrossSparkVersions.scala.
+  GLUTEN_SPARK_PROFILE: 'spark-4.1'
+  GLUTEN_SCALA_PROFILE: 'scala-2.13'
+  GLUTEN_JAVA_PROFILE: 'java-17'
+  GLUTEN_BUNDLE_SPARK_VERSION: '4.1'
+  GLUTEN_BUNDLE_SCALA_VERSION: '2.13'
+  # Default values used when the workflow is triggered by pull_request
+  # (where `inputs.*` is empty). Keep these in sync with the workflow_dispatch
+  # defaults above.
+  DELTA_REF_DEFAULT: 'v4.2.0'
+  DELTA_SPARK_VERSION_DEFAULT: '4.1'
+  DELTA_TEST_PARALLELISM_DEFAULT: '1'
+  DELTA_SCALA_VERSION: '2.13.16'
+  # Number of shards in the delta-spark-test matrix. Must equal the length of
+  # the `shard` matrix below.
+  DELTA_NUM_SHARDS: '8'
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ 
github.workflow }}
+  cancel-in-progress: true
+
+jobs:
+  build-native-lib-centos-7:
+    runs-on: ubuntu-22.04
+    steps:
+      - uses: actions/checkout@v4
+      - name: Get Ccache
+        uses: actions/cache/restore@v4
+        with:
+          path: '${{ env.CCACHE_DIR }}'
+          key: ccache-delta-spark-ut-centos7-release-default-${{github.sha}}
+          restore-keys: |
+            ccache-delta-spark-ut-centos7-release-default
+            ccache-centos7-release-default
+      - name: Build Gluten native libraries
+        run: |
+          docker run -v $GITHUB_WORKSPACE:/work -w /work 
apache/gluten:vcpkg-centos-7-gcc13 bash -c "
+            set -e
+            yum install tzdata -y
+            df -a
+            cd /work
+            export CCACHE_DIR=/work/.ccache
+            export CCACHE_MAXSIZE=1G
+            mkdir -p /work/.ccache
+            ccache -sz
+            bash dev/ci-velox-buildstatic-centos-7.sh
+            ccache -s
+            mkdir -p /work/.m2/repository/org/apache/arrow/
+            cp -r /root/.m2/repository/org/apache/arrow/* 
/work/.m2/repository/org/apache/arrow/
+          "
+      - name: Save Ccache
+        if: always()
+        uses: actions/cache/save@v4
+        with:
+          path: '${{ env.CCACHE_DIR }}'
+          key: ccache-delta-spark-ut-centos7-release-default-${{github.sha}}
+      - uses: actions/upload-artifact@v4
+        with:
+          name: delta-spark-ut-native-lib-centos-7-${{github.sha}}
+          path: ./cpp/build/
+          if-no-files-found: error
+      - uses: actions/upload-artifact@v4
+        with:
+          name: delta-spark-ut-arrow-jars-centos-7-${{github.sha}}
+          path: .m2/repository/org/apache/arrow/
+          if-no-files-found: error
+
+  build-gluten-bundle:
+    needs: build-native-lib-centos-7
+    runs-on: ubuntu-22.04
+    container: apache/gluten:centos-9-jdk17
+    steps:
+      - uses: actions/checkout@v4
+      - name: Download native artifacts
+        uses: actions/download-artifact@v4
+        with:
+          name: delta-spark-ut-native-lib-centos-7-${{github.sha}}
+          path: ./cpp/build/
+      - name: Download Arrow jars
+        uses: actions/download-artifact@v4
+        with:
+          name: delta-spark-ut-arrow-jars-centos-7-${{github.sha}}
+          path: /root/.m2/repository/org/apache/arrow/
+      - name: Cache Maven repository
+        uses: actions/cache@v4
+        with:
+          path: /root/.m2/repository
+          key: m2-delta-spark-ut-bundle-${{ env.GLUTEN_SPARK_PROFILE }}-${{ 
env.GLUTEN_SCALA_PROFILE }}-${{ hashFiles('pom.xml', '**/pom.xml') }}
+          restore-keys: |
+            m2-delta-spark-ut-bundle-${{ env.GLUTEN_SPARK_PROFILE }}-${{ 
env.GLUTEN_SCALA_PROFILE }}-
+            m2-delta-spark-ut-bundle-
+      - name: Build Gluten Velox + Delta bundle
+        run: |
+          set -euo pipefail
+          yum install -y java-17-openjdk-devel
+          export JAVA_HOME=/usr/lib/jvm/java-17-openjdk
+          export PATH=$JAVA_HOME/bin:$PATH
+          java -version
+          cd "$GITHUB_WORKSPACE"
+          # `install` (not `package`) so the gluten-delta artifact is in the 
local
+          # m2 repo before the `package/` shaded jar is built. 
`Dmaven.compiler.release=17`
+          # overrides any user settings.xml that may pin release=1.8 for Java 
17 builds.
+          $MVN_CMD clean install \
+            -P${{ env.GLUTEN_SPARK_PROFILE }} \
+            -P${{ env.GLUTEN_SCALA_PROFILE }} \
+            -P${{ env.GLUTEN_JAVA_PROFILE }} \
+            -Pbackends-velox -Pdelta \
+            -DskipTests -Dmaven.compiler.release=17
+      - name: Stage bundle jar
+        run: |
+          set -euo pipefail
+          mkdir -p bundle-out
+          # Match the renamed fat jar produced by package/pom.xml's 
copy-fat-jar
+          # exec. The version part may bump (e.g. 1.7.0-SNAPSHOT -> 
1.8.0-SNAPSHOT),
+          # so glob the version suffix.
+          jar=$(ls package/target/gluten-velox-bundle-spark${{ 
env.GLUTEN_BUNDLE_SPARK_VERSION }}_${{ env.GLUTEN_BUNDLE_SCALA_VERSION 
}}-linux_amd64-*.jar | head -n 1)
+          if [ -z "$jar" ] || [ ! -f "$jar" ]; then
+            echo "ERROR: Could not find Gluten bundle jar under 
package/target/" >&2
+            ls -la package/target/ || true
+            exit 1
+          fi
+          cp "$jar" bundle-out/
+          ls -lh bundle-out/
+      - uses: actions/upload-artifact@v4
+        with:
+          name: delta-spark-ut-gluten-bundle-${{github.sha}}
+          path: bundle-out/gluten-velox-bundle-spark*_*-linux_amd64-*.jar
+          if-no-files-found: error
+
+  delta-spark-test:
+    needs: build-gluten-bundle
+    runs-on: ubuntu-22.04
+    container: apache/gluten:centos-9-jdk17
+    timeout-minutes: 300
+    strategy:
+      fail-fast: false
+      matrix:
+        # Length of this list MUST equal env.DELTA_NUM_SHARDS.
+        shard: [0, 1, 2, 3, 4, 5, 6, 7]
+    env:
+      # Mirror Delta's spark_test.yaml env vars used by run-tests.py /
+      # TestParallelization.scala.
+      SHARD_ID: ${{ matrix.shard }}
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Resolve workflow inputs
+        id: resolve
+        run: |
+          set -euo pipefail
+          delta_ref='${{ github.event.inputs.delta_ref }}'
+          spark_version='${{ github.event.inputs.spark_version }}'
+          test_parallelism='${{ github.event.inputs.test_parallelism }}'
+          : "${delta_ref:=${DELTA_REF_DEFAULT}}"
+          : "${spark_version:=${DELTA_SPARK_VERSION_DEFAULT}}"
+          : "${test_parallelism:=${DELTA_TEST_PARALLELISM_DEFAULT}}"
+          {
+            echo "delta_ref=${delta_ref}"
+            echo "spark_version=${spark_version}"
+            echo "test_parallelism=${test_parallelism}"
+          } | tee -a "$GITHUB_OUTPUT"
+
+      - name: Download Gluten bundle jar
+        uses: actions/download-artifact@v4
+        with:
+          name: delta-spark-ut-gluten-bundle-${{github.sha}}
+          path: gluten-bundle
+
+      - name: Install minimal tools
+        run: |
+          set -euo pipefail
+          # apache/gluten:centos-9-jdk17 already has java-17, git, tar, a POSIX
+          # shell, and curl-minimal (which provides the `curl` command sbt's
+          # launcher needs). Install the rest of what Delta's build/sbt and the
+          # tests may need. We deliberately do NOT install the full `curl`
+          # package -- it conflicts with the pre-installed curl-minimal.
+          yum install -y java-17-openjdk-devel which findutils gzip
+          export JAVA_HOME=/usr/lib/jvm/java-17-openjdk
+          export PATH=$JAVA_HOME/bin:$PATH
+          java -version
+          git --version
+          curl --version | head -n 1
+
+      - name: Cache sbt / Ivy / Coursier
+        uses: actions/cache@v4
+        with:
+          path: |
+            /root/.sbt
+            /root/.ivy2
+            /root/.cache/coursier
+          # Intentionally NOT keyed by ${{ matrix.shard }} -- all shards share
+          # the same dependency tree, so a single shared cache (with parallel
+          # save races resolved by GH on a first-write-wins basis) gives the
+          # best storage / hit-rate tradeoff.
+          key: delta-spark-ut-sbt-${{ steps.resolve.outputs.delta_ref }}-${{ 
steps.resolve.outputs.spark_version }}-${{ env.DELTA_SCALA_VERSION }}
+          restore-keys: |
+            delta-spark-ut-sbt-${{ steps.resolve.outputs.delta_ref }}-${{ 
steps.resolve.outputs.spark_version }}-
+            delta-spark-ut-sbt-${{ steps.resolve.outputs.delta_ref }}-
+
+      - name: Clone and patch Delta
+        run: |
+          set -euo pipefail
+          GLUTEN_JAR=$(ls 
"$GITHUB_WORKSPACE"/gluten-bundle/gluten-velox-bundle-spark*_*-linux_amd64-*.jar
 | head -n 1)
+          echo "Using Gluten bundle: $GLUTEN_JAR"
+          bash 
"$GITHUB_WORKSPACE/.github/workflows/util/delta-spark-ut/setup-delta.sh" \
+            "${{ steps.resolve.outputs.delta_ref }}" \
+            "$GITHUB_WORKSPACE/delta" \
+            "$GLUTEN_JAR" \
+            "$GITHUB_WORKSPACE"

Review Comment:
   This has the same failure mode as the bundle staging step: if the artifact 
download didn’t produce a matching jar, the `ls ... | head` command 
substitution will exit the step with a generic `ls: cannot access ...` error 
under `set -e`. Add a controlled check that emits a clear, actionable message 
(e.g., list the `gluten-bundle/` directory contents and fail with a dedicated 
error) before invoking `setup-delta.sh`.



##########
.github/workflows/util/delta-spark-ut/setup-delta.sh:
##########
@@ -0,0 +1,141 @@
+#!/usr/bin/env bash
+
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#
+# Prepares a delta-io/delta clone for running its `spark` module tests with the
+# Gluten (Velox) bundle jar on the classpath.
+#
+# Usage:
+#   setup-delta.sh <delta_ref> <delta_dir> <gluten_bundle_jar> 
<gluten_repo_root>
+#
+# Arguments:
+#   delta_ref           - git ref (tag/branch/sha) to check out (e.g. v4.2.0)
+#   delta_dir           - destination directory for the Delta clone
+#   gluten_bundle_jar   - path to the gluten-velox-bundle fat jar
+#   gluten_repo_root    - path to the Gluten repository root (used to locate
+#                         
backends-velox/src-delta40/.../DeltaSQLCommandTest.scala)
+#
+
+set -euo pipefail
+
+if [ "$#" -ne 4 ]; then
+  echo "Usage: $0 <delta_ref> <delta_dir> <gluten_bundle_jar> 
<gluten_repo_root>" >&2
+  exit 1
+fi
+
+DELTA_REF="$1"
+DELTA_DIR="$2"
+GLUTEN_BUNDLE_JAR="$3"
+GLUTEN_ROOT="$4"
+
+if [ ! -f "$GLUTEN_BUNDLE_JAR" ]; then
+  echo "Gluten bundle jar not found: $GLUTEN_BUNDLE_JAR" >&2
+  exit 1
+fi
+
+# Reuse the existing DeltaSQLCommandTest from Gluten's backends-velox module
+# rather than maintaining a separate copy. This file is compiled as part of the
+# unified `spark` project's Test scope, which has the Gluten bundle on its
+# classpath (via spark-unified/lib/), so the typed GlutenConfig / 
VeloxDeltaConfig
+# imports resolve correctly.
+PATCH_SOURCE="$GLUTEN_ROOT/backends-velox/src-delta40/test/scala/org/apache/spark/sql/delta/test/DeltaSQLCommandTest.scala"
+if [ ! -f "$PATCH_SOURCE" ]; then
+  echo "Gluten DeltaSQLCommandTest not found: $PATCH_SOURCE" >&2
+  exit 1
+fi
+
+echo "::group::Cloning delta-io/delta @ ${DELTA_REF}"
+# Shallow clone the requested tag/branch. Fall back to full clone when the ref 
is a SHA.
+if ! git clone --depth 1 --branch "$DELTA_REF" 
https://github.com/delta-io/delta.git "$DELTA_DIR"; then
+  echo "Shallow clone of ref '${DELTA_REF}' failed, falling back to full 
clone."
+  rm -rf "$DELTA_DIR"
+  git clone https://github.com/delta-io/delta.git "$DELTA_DIR"
+  git -C "$DELTA_DIR" checkout "$DELTA_REF"
+fi
+git -C "$DELTA_DIR" --no-pager log -1 --oneline
+echo "::endgroup::"
+
+echo "::group::Injecting Gluten bundle jar onto the spark project's TEST 
classpath"
+# The Gluten bundle jar must be on the spark project's TEST runtime classpath
+# (so DeltaSQLCommandTest can load org.apache.gluten.GlutenPlugin by name) but
+# NOT on the COMPILE classpath of `sparkV1`, which is the project that holds
+# Delta's main sources. The bundle's transitive contents include extra symbols
+# under `org.apache.spark.sql` that collide with Delta's main sources -- e.g.
+# MergeOutputGeneration.scala imports both `org.apache.spark.sql._` and
+# `org.apache.spark.sql.delta.ClassicColumnConversions._`, and would then fail
+# with `reference to expression is ambiguous`.
+#
+# sbt auto-scans `<baseDirectory>/lib` via `unmanagedBase`. Two relevant
+# projects in Delta v4.2.0 have a `lib/` baseDirectory:
+#   - sparkV1: `project in file("spark")`     -> spark/lib
+#   - spark  : `project in file("spark-unified")` -> spark-unified/lib
+# unmanagedJars are project-scoped (NOT inherited by dependents), so dropping
+# the bundle into spark-unified/lib/ adds it to the unified `spark` project's
+# Compile *and* Test classpaths -- but NOT to sparkV1's. That's exactly what
+# we want:
+#   * sparkV1/Compile sees ONLY Delta's regular deps -> Delta main compiles.
+#   * spark/Test/fullClasspath sees the bundle -> tests load GlutenPlugin.
+# (Verified empirically: with bundle only in spark-unified/lib/, sbt's
+#  `show sparkV1/Compile/dependencyClasspath` excludes the bundle and
+#  `show spark/Test/fullClasspath` includes it.)
+#
+# We deliberately do NOT also drop the bundle into spark/lib/, which is what
+# caused the previous compile failure: spark/lib/ is sparkV1's unmanagedBase,
+# and putting the bundle there would re-introduce the ambiguity errors.
+SPARK_UNIFIED_LIB="$DELTA_DIR/spark-unified/lib"
+mkdir -p "$SPARK_UNIFIED_LIB"
+cp "$GLUTEN_BUNDLE_JAR" "$SPARK_UNIFIED_LIB/gluten-velox-bundle.jar"
+ls -lh "$SPARK_UNIFIED_LIB"
+echo "::endgroup::"
+
+echo "::group::Patching DeltaSQLCommandTest to enable Gluten plugin"
+TARGET="$DELTA_DIR/spark/src/test/scala/org/apache/spark/sql/delta/test/DeltaSQLCommandTest.scala"
+if [ ! -f "$TARGET" ]; then
+  echo "Expected file not found in Delta clone: $TARGET" >&2
+  echo "The Delta directory layout for ref '${DELTA_REF}' may have changed."
+  exit 1
+fi
+cp "$PATCH_SOURCE" "$TARGET"
+echo "Patched $TARGET"
+echo "--- diff vs. upstream ---"
+git -C "$DELTA_DIR" --no-pager diff -- 
"spark/src/test/scala/org/apache/spark/sql/delta/test/DeltaSQLCommandTest.scala"
 || true
+echo "::endgroup::"
+
+echo "::group::Disabling Delta scalastyle HeaderMatchesChecker"
+# Our reused DeltaSQLCommandTest carries Gluten's ASF-only license header, 
which
+# does not match Delta's HeaderMatchesChecker regex (the regex expects either a
+# Delta copyright block, or the ASF header followed by a Spark-modifications
+# block and the Delta copyright block). HeaderMatchesChecker is a file-level
+# checker that does NOT honor `// scalastyle:off` directives, so we instead
+# disable it globally in Delta's shared scalastyle-config.xml. The config is
+# applied via `ThisBuild / scalastyleConfig` in project/Checkstyle.scala, so a
+# single edit covers every sbt sub-project.
+SCALASTYLE_CONFIG="$DELTA_DIR/scalastyle-config.xml"
+if [ ! -f "$SCALASTYLE_CONFIG" ]; then
+  echo "Expected scalastyle config not found: $SCALASTYLE_CONFIG" >&2
+  exit 1
+fi
+sed -i \
+  's|<check level="error" class="org.scalastyle.file.HeaderMatchesChecker" 
enabled="true">|<check level="error" 
class="org.scalastyle.file.HeaderMatchesChecker" enabled="false">|' \
+  "$SCALASTYLE_CONFIG"

Review Comment:
   The `sed` replacement matches the entire `<check ...>` tag exactly 
(including attribute order/whitespace). Since the workflow explicitly supports 
arbitrary `delta_ref` values, small upstream formatting changes in 
`scalastyle-config.xml` will cause this to stop working and fail the run. 
Consider matching more robustly (e.g., search specifically for 
`HeaderMatchesChecker` and `enabled=\"true\"` regardless of attribute order) so 
the script is resilient across Delta refs.



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