build: Runs-on for PR Build (Linux) (apache#3579)

Author: blaginin

.github/workflows/pr_build_linux.yml

@@ -67,12 +67,12 @@ jobs:
   build-native:
     needs: lint
     name: Build Native Library
-    runs-on: ubuntu-latest
+    runs-on: ${{ github.repository_owner == 'apache' && format('runs-on={0},family=m8a,cpu=8,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
     container:
       image: amd64/rust
     steps:
+      - uses: runs-on/action@cd2b598b0515d39d78c38a02d529db87d2196d1e  # v2.0.3
       - uses: actions/checkout@v6
-
       - name: Setup Rust toolchain
         uses: ./.github/actions/setup-builder
         with:
@@ -120,10 +120,12 @@ jobs:
   linux-test-rust:
     needs: lint
     name: ubuntu-latest/rust-test
-    runs-on: ubuntu-latest
+    runs-on: ${{ github.repository_owner == 'apache' && format('runs-on={0},family=m8a,cpu=16,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
     container:
       image: amd64/rust
     steps:
+      - uses: runs-on/action@cd2b598b0515d39d78c38a02d529db87d2196d1e  # v2.0.3
+
       - uses: actions/checkout@v6
 
       - name: Setup Rust & Java toolchain
@@ -161,7 +163,6 @@ jobs:
     needs: build-native
     strategy:
       matrix:
-        os: [ubuntu-latest]
         # the goal with these profiles is to get coverage of all Java, Scala, and Spark
         # versions without testing all possible combinations, which would be overkill
         profile:
@@ -273,14 +274,15 @@ jobs:
             value: |
               org.apache.spark.sql.CometToPrettyStringSuite
       fail-fast: false
-    name: ${{ matrix.os }}/${{ matrix.profile.name }}/${{ matrix.profile.scan_impl }} [${{ matrix.suite.name }}]
-    runs-on: ${{ matrix.os }}
+    name: ${{ matrix.profile.name }}/${{ matrix.profile.scan_impl }} [${{ matrix.suite.name }}]
+    runs-on: ${{ github.repository_owner == 'apache' && format('runs-on={0},family=m8a,cpu=16,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion-comet', github.run_id) || 'ubuntu-latest' }}
     container:
       image: amd64/rust
       env:
         JAVA_TOOL_OPTIONS: ${{ matrix.profile.java_version == '17' && '--add-exports=java.base/sun.nio.ch=ALL-UNNAMED --add-exports=java.base/sun.util.calendar=ALL-UNNAMED --add-opens=java.base/java.nio=ALL-UNNAMED --add-opens=java.base/java.lang=ALL-UNNAMED' || '' }}
 
     steps:
+      - uses: runs-on/action@cd2b598b0515d39d78c38a02d529db87d2196d1e  # v2.0.3
       - uses: actions/checkout@v6
 
       - name: Setup Rust & Java toolchain
@@ -310,7 +312,7 @@ jobs:
       - name: Java test steps
         uses: ./.github/actions/java-test
         with:
-          artifact_name: ${{ matrix.os }}-${{ matrix.profile.name }}-${{ matrix.suite.name }}-${{ github.run_id }}-${{ github.run_number }}-${{ github.run_attempt }}
+          artifact_name: ${{ matrix.profile.name }}-${{ matrix.suite.name }}-${{ github.run_id }}-${{ github.run_number }}-${{ github.run_attempt }}
           suites: ${{ matrix.suite.name == 'sql' && matrix.profile.name == 'Spark 3.4, JDK 11, Scala 2.12' && '' || matrix.suite.value }}
           maven_opts: ${{ matrix.profile.maven_opts }}
           scan_impl: ${{ matrix.profile.scan_impl }}
@@ -321,10 +323,12 @@ jobs:
   verify-benchmark-results-tpch:
     needs: build-native
     name: Verify TPC-H Results
-    runs-on: ubuntu-latest
+    runs-on: ${{ github.repository_owner == 'apache' && format('runs-on={0},family=m8a,cpu=16,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
     container:
       image: amd64/rust
     steps:
+      - uses: runs-on/action@cd2b598b0515d39d78c38a02d529db87d2196d1e  # v2.0.3
+
       - uses: actions/checkout@v6
 
       - name: Setup Rust & Java toolchain
@@ -373,14 +377,16 @@ jobs:
   verify-benchmark-results-tpcds:
     needs: build-native
     name: Verify TPC-DS Results (${{ matrix.join }})
-    runs-on: ubuntu-latest
+    runs-on: ${{ github.repository_owner == 'apache' && format('runs-on={0},family=m8a,cpu=16,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
     container:
       image: amd64/rust
     strategy:
       matrix:
         join: [sort_merge, broadcast, hash]
       fail-fast: false
     steps:
+      - uses: runs-on/action@cd2b598b0515d39d78c38a02d529db87d2196d1e  # v2.0.3
+
       - uses: actions/checkout@v6
 
       - name: Setup Rust & Java toolchain