ci: move tpc-h & clickbench benchs to runs-on (#2600)

Author: 0ax1

.github/workflows/bench-pr.yml

@@ -29,6 +29,7 @@ jobs:
       - family=c7i.8xlarge
       - image=ubuntu24-full-x64
       - disk=large
+      - tag=${{ matrix.id }}
     strategy:
       matrix:
         benchmark:

.github/workflows/bench.yml

@@ -35,6 +35,7 @@ jobs:
       - family=c7i.8xlarge
       - image=ubuntu24-full-x64
       - disk=large
+      - tag=${{ matrix.id }}
     strategy:
       matrix:
         benchmark:

.github/workflows/sql-benchmarks.yml

@@ -18,27 +18,24 @@ jobs:
           - id: tpch-nvme
             binary_name: tpch
             name: TPC-H on NVME
-            cloud_provider: gcp
           - id: clickbench-nvme
             binary_name: clickbench
             name: Clickbench on NVME
-            cloud_provider: gcp
           - id: tpch-s3
             binary_name: tpch
             name: TPC-H on S3
-            cloud_provider: aws
             remote_storage: s3://vortex-bench-dev/tpch-sf1/
     runs-on:
-      - self-hosted
-      - ${{ matrix.cloud_provider }}
+      - runs-on=${{ github.run_id }}
+      - family=c7i.8xlarge
+      - image=ubuntu24-full-x64
+      - disk=large
+      - tag=${{ matrix.id }}
+
     steps:
+      - uses: runs-on/action@v1
       - uses: actions/checkout@v4
-      - uses: ./.github/actions/cleanup
-      - uses: ./.github/actions/setup-rust
-      - name: Set tempdir
-        if: runner.environment == 'self-hosted'
-        run: |
-          echo "TMPDIR=/work" >> $GITHUB_ENV
+      # rustup is pre-installed on the ubuntu24-full-x64 image.
 
       - name: Run ${{ matrix.name }} benchmark
         if: matrix.remote_storage == null
@@ -85,10 +82,12 @@ jobs:
         with:
           role-to-assume: arn:aws:iam::375504701696:role/GitHubBenchmarkRole
           aws-region: us-east-1
+
       - name: Install uv
         if: inputs.mode == 'pr'
         uses: astral-sh/setup-uv@v5
       - name: Compare results
+
         if: inputs.mode == 'pr'
         shell: bash
         run: |
@@ -107,6 +106,7 @@ jobs:
           uv run --no-project scripts/compare-benchmark-jsons.py base.json results.json \
             >> comment.md
           echo '</details>' >> comment.md
+
       - name: Comment PR
         if: inputs.mode == 'pr'
         uses: thollander/actions-comment-pull-request@v3
@@ -116,6 +116,7 @@ jobs:
           # this action will *update* the comment instead of posting a new comment. Therefore, each
           # unique benchmark configuration must have a unique comment-tag.
           comment-tag: bench-pr-comment-${{ matrix.id }}
+
       - name: Upload Benchmark Results
         if: inputs.mode == 'develop'
         shell: bash