ci.yml

# for github runner images, see: https://github.com/actions/runner-images?tab=readme-ov-file#available-images

name: interpret-CI

on:
  push:
  pull_request:
  workflow_dispatch:
    inputs:
      commit_id:
        description: 'Commit ID (optional)'
        required: false
  schedule:
    - cron: "0 12 * * *"

jobs:
  bld:
    strategy:
      matrix:
        include:
          - name: linux_release_64
            image: ubuntu-20.04
            options: "-release_64"
            asm: "-asm"
          - name: linux_debug_64
            image: ubuntu-20.04
            options: "-debug_64"
            asm: ""
          - name: mac_release_64
            image: macos-13  # macos-13 is an intel based mac
            options: "-release_64"
            asm: "-asm"
          - name: mac_debug_64
            image: macos-13  # macos-13 is an intel based mac
            options: "-debug_64"
            asm: ""
          - name: mac_release_arm
            image: macos-14  # macos-14 is an ARM based mac
            options: "-release_arm"
            asm: "-asm"
          - name: mac_debug_arm
            image: macos-14  # macos-14 is an ARM based mac
            options: "-debug_arm"
            asm: ""
          - name: win_release_64
            image: windows-2022
            options: "-release_64"
            asm: ""
          - name: win_debug_64
            image: windows-2022
            options: "-debug_64"
            asm: ""
    runs-on: ${{ matrix.image }}
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Build on Windows
        if: startsWith(matrix.image, 'windows')
        run: |
          $env:PATH += ';C:\Program Files\Microsoft Visual Studio\2022\Enterprise\MSBuild\Current\Bin'
          $env:CudaToolkitDir = 'C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v11.2'
          python -c "from urllib.request import urlretrieve; urlretrieve('https://developer.download.nvidia.com/compute/cuda/11.2.2/network_installers/cuda_11.2.2_win10_network.exe', 'cuda_11.2.2_win10_network.exe')"
          ./cuda_11.2.2_win10_network.exe -s nvcc_11.2 visual_studio_integration_11.2 cudart_11.2
          if ($LASTEXITCODE -ne 0) {
              Write-Error "cuda_11.2.2_win10_network.exe FAILED"
              exit 201
          }
          ./build.bat ${{ matrix.options }} ${{ matrix.asm }}
      - name: Build on Linux
        if: startsWith(matrix.image, 'ubuntu')
        run: |
          sudo apt --yes update
          sudo apt --yes install nvidia-cuda-toolkit
          /bin/sh ./build.sh ${{ matrix.options }} ${{ matrix.asm }}
      - name: Build on macOS
        if: startsWith(matrix.image, 'macos')
        run: |
          /bin/sh ./build.sh ${{ matrix.options }} ${{ matrix.asm }}
      - name: Publish shared library
        uses: actions/upload-artifact@v4
        with:
          name: libebm_${{ matrix.name }}
          path: bld/lib
      - name: Publish assembly
        if: ${{ matrix.asm != '' }}
        uses: actions/upload-artifact@v4
        with:
          name: asm_${{ matrix.name }}
          path: bld/asm/

  vis:
    runs-on: ubuntu-20.04
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - uses: actions/setup-node@v4
        with:
          node-version: '18.x'
      - name: Build vis
        run: |
          cd shared/vis
          npm install
          npm run build-prod
      - name: Publish interpret-inline.js library
        uses: actions/upload-artifact@v4
        with:
          name: vis
          path: shared/vis/dist

  npm:
    needs: [bdist]  # bdist is not needed but slow this step down
    runs-on: ubuntu-20.04
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - uses: actions/setup-node@v4
        with:
          node-version: '18.x'
      - name: Build npm package
        run: |
          cd shared/vis
          npm install
          npm run build-prod
          npm pack
          mkdir pkg
          cp *.tgz pkg/
      - name: Publish npm package
        uses: actions/upload-artifact@v4
        with:
          name: npm
          path: shared/vis/pkg

  R:
    needs: [bdist]  # bdist is not needed but slow this step down
    runs-on: ubuntu-20.04
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Build R package
        run: |
          cd R
          sudo apt --yes update
          sudo apt --yes install texlive-latex-base texlive-fonts-extra
          Rscript build.R
      - name: Display errors
        if: failure()
        run: cat bld/tmp/R/interpret.Rcheck/00install.out
      - name: Publish R package
        uses: actions/upload-artifact@v4
        with:
          name: R
          path: bld/R

  sdist:
    runs-on: ubuntu-20.04
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
      - name: Build sdist package
        run: |
          python -m pip install --upgrade pip setuptools wheel
          cd python/interpret-core
          python setup.py sdist -d ../../bld/sdist
          cd ../interpret
          python setup.py sdist -d ../../bld/sdist
      - name: Publish sdist package
        uses: actions/upload-artifact@v4
        with:
          name: sdist
          path: bld/sdist

  docs:
    runs-on: ubuntu-20.04
    needs: [sdist]
    permissions:
      checks: write
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
      - name: Download sdist artifact
        uses: actions/download-artifact@v4
        with:
          name: sdist
          path: bld/sdist
      - name: Build docs
        id: build_docs
        continue-on-error: true
        run: |
          python -m pip install --upgrade pip setuptools wheel
          install_file=$(echo bld/sdist/interpret_core-*.tar.gz)
          install_file=$(basename "$install_file" .tar.gz)
          python -m pip install "bld/sdist/$install_file.tar.gz[debug,notebook,plotly,lime,sensitivity,shap,linear,treeinterpreter,aplr,dash,skoperules,testing]"
          cd "docs/"
          pip install -r requirements.txt
          /bin/sh ./build.sh
      - name: Mark step with a warning
        if: ${{ steps.build_docs.outcome == 'failure' }}
        uses: actions/github-script@v6
        with:
          script: |
            github.rest.checks.create({
              owner: context.repo.owner,
              repo: context.repo.repo,
              name: 'Failed building docs',
              head_sha: context.sha,
              status: 'completed',
              conclusion: 'neutral'
            })
      - name: Publish docs
        uses: actions/upload-artifact@v4
        with:
          name: docs
          path: docs/interpret/_build/html/

  bdist:
    runs-on: ubuntu-20.04
    needs: [bld, vis]
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
      - name: Download libebm artifacts
        uses: actions/download-artifact@v4
        with:
          pattern: libebm_*
          merge-multiple: true
          path: python/interpret-core/interpret/root/bld/lib/
      - name: Download vis artifact
        uses: actions/download-artifact@v4
        with:
          name: vis
          path: python/interpret-core/interpret/root/bld/lib/
      - name: Build bdist package
        run: |
          python -m pip install --upgrade pip setuptools wheel
          cd python/interpret-core
          python setup.py bdist_wheel -d ../../bld/bdist
          cd ../interpret
          python setup.py bdist_wheel -d ../../bld/bdist
      - name: Publish bdist package
        uses: actions/upload-artifact@v4
        with:
          name: bdist
          path: bld/bdist

  powerlift:
    needs: [bdist]  # bdist is not needed but slow this step down
    runs-on: ubuntu-20.04
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
      - name: Build powerlift package
        run: |
          python -m pip install --upgrade pip setuptools wheel
          cd python/powerlift
          python setup.py bdist_wheel -d ../../bld/powerlift
      - name: Publish powerlift package
        uses: actions/upload-artifact@v4
        with:
          name: powerlift
          path: bld/powerlift

  test_powerlift:
    needs: [powerlift]
    strategy:
      matrix:
        include:
          - name: linux_312_python
            python_ver: "3.12"
            image: ubuntu-latest
          # - name: mac_312_python
          #   python_ver: "3.12"
          #   image: macos-latest
          - name: win_312_python
            python_ver: "3.12"
            image: windows-latest
    runs-on: ${{ matrix.image }}
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: ${{ matrix.python_ver }}
      - name: Download powerlift artifact
        uses: actions/download-artifact@v4
        with:
          name: powerlift
          path: bld/powerlift
      - name: pytest (non-win)
        if: ${{ !startsWith(matrix.image, 'windows') }}
        run: |
          python -m pip install --upgrade pip setuptools wheel
          install_file=$(echo bld/powerlift/powerlift-*.whl)
          install_file=$(basename "$install_file" .whl)
          python -m pip install "bld/powerlift/$install_file.whl[datasets,docker,postgres,mssql,aci,testing]"
          mkdir -p "tmp/zqmr/t"
          cp -R "python/powerlift/tests/" "tmp/zqmr/t/"
          cd "tmp/zqmr/t"
          python -m pytest -vv -n auto --cov=powerlift --cov-report=xml
      - name: pytest (win)
        if: ${{ startsWith(matrix.image, 'windows') }}
        run: |
          python -m pip install --upgrade pip setuptools wheel
          $install_file = Get-ChildItem -Path "bld/powerlift" -Filter "powerlift-*.whl"
          $install_file = $install_file.Name -replace '\.whl$', ''
          $env:PATH += ';C:\Program Files\Microsoft Visual Studio\2022\Enterprise\MSBuild\Current\Bin'
          python -m pip install "bld/powerlift/$install_file.whl[datasets,docker,postgres,mssql,aci,testing]"
          New-Item -Path "tmp/zqmr/t" -ItemType Directory -Force
          xcopy /E "python\powerlift\tests\*" "tmp\zqmr\t\"
          cd "tmp/zqmr/t"
          $env:PATH += ";$env:GeckoWebDriver"
          python -m pytest -vv -n auto --cov=powerlift --cov-report=xml

  testC:
    needs: [bld]
    strategy:
      matrix:
        include:
          - name: linux_release_64
            image: ubuntu-latest
            options: "-release_64"
            existing: "-existing_release_64"
            scheduled: "-valgrind"
          - name: linux_debug_64
            image: ubuntu-latest
            options: "-debug_64"
            existing: "-existing_debug_64"
            scheduled: "-valgrind"
          - name: linux_release_32
            image: ubuntu-latest
            options: "-release_32"
            existing: ""
            scheduled: "-valgrind"
          - name: linux_debug_32
            image: ubuntu-latest
            options: "-debug_32"
            existing: ""
            scheduled: "-valgrind"
          - name: mac_release_64
            image: macos-13  # macos-13 is an intel based mac
            options: "-release_64"
            existing: "-existing_release_64"
            scheduled: ""
          - name: mac_debug_64
            image: macos-13  # macos-13 is an intel based mac
            # don't use the existing debug library since we want to rebuild with asan
            options: "-debug_64 -asan"
            existing: ""
            scheduled: ""
          - name: mac_release_arm
            image: macos-latest
            options: "-release_arm"
            existing: "-existing_release_arm"
            scheduled: ""
          - name: mac_debug_arm
            image: macos-latest
            # don't use the existing debug library since we want to rebuild with asan
            options: "-debug_arm -asan"
            existing: ""
            scheduled: ""
          - name: win_release_64
            image: windows-latest
            options: "-release_64"
            existing: "-existing_release_64"
            scheduled: "-analysis"
          - name: win_debug_64
            image: windows-latest
            options: "-debug_64"
            existing: "-existing_debug_64"
            scheduled: ""
          - name: win_release_32
            image: windows-latest
            options: "-release_32"
            existing: ""
            scheduled: "-analysis"
          - name: win_debug_32
            image: windows-latest
            options: "-debug_32"
            existing: ""
            scheduled: ""
    runs-on: ${{ matrix.image }}
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
      - name: Download libebm artifact
        if: ${{ matrix.existing != '' }}
        uses: actions/download-artifact@v4
        with:
          name: libebm_${{ matrix.name }}
          path: bld/lib
      - name: mac test_native
        if: ${{ startsWith(matrix.image, 'macos') }}
        run: |
          /bin/sh ./shared/libebm/tests/libebm_test.sh ${{ matrix.options }} ${{ matrix.existing }}
      - name: linux test_native (CI)
        if: ${{ startsWith(matrix.image, 'ubuntu') && github.event_name != 'schedule' }}
        run: |
          /bin/sh ./shared/libebm/tests/libebm_test.sh ${{ matrix.options }} ${{ matrix.existing }}
      - name: linux test_native (Schedule)
        if: ${{ startsWith(matrix.image, 'ubuntu') && github.event_name == 'schedule' }}
        run: |
          /bin/sh ./shared/libebm/tests/libebm_test.sh ${{ matrix.options }} ${{ matrix.existing }} ${{ matrix.scheduled }}
      - name: win test_native (CI)
        if: ${{ startsWith(matrix.image, 'windows') && github.event_name != 'schedule' }}
        run: |
          $env:PATH += ';C:\Program Files\Microsoft Visual Studio\2022\Enterprise\MSBuild\Current\Bin'
          ./shared/libebm/tests/libebm_test.bat ${{ matrix.options }} ${{ matrix.existing }}
      - name: win test_native (Schedule)
        if: ${{ startsWith(matrix.image, 'windows') && github.event_name == 'schedule' }}
        run: |
          $env:PATH += ';C:\Program Files\Microsoft Visual Studio\2022\Enterprise\MSBuild\Current\Bin'
          ./shared/libebm/tests/libebm_test.bat ${{ matrix.options }} ${{ matrix.existing }} ${{ matrix.scheduled }}

  testS:
    needs: [sdist]
    strategy:
      matrix:
        include:
          - name: linux_39_python
            python_ver: "3.9"
            image: ubuntu-latest
          - name: linux_310_python
            python_ver: "3.10"
            image: ubuntu-latest
          - name: linux_311_python
            python_ver: "3.11"
            image: ubuntu-latest
          - name: linux_312_python
            python_ver: "3.12"
            image: ubuntu-latest
          - name: mac_39_python
            python_ver: "3.9"
            image: macos-latest
          - name: mac_310_python
            python_ver: "3.10"
            image: macos-latest
          - name: mac_311_python
            python_ver: "3.11"
            image: macos-latest
          - name: mac_312_python
            python_ver: "3.12"
            image: macos-latest
          - name: win_39_python
            python_ver: "3.9"
            image: windows-latest
          - name: win_310_python
            python_ver: "3.10"
            image: windows-latest
          - name: win_311_python
            python_ver: "3.11"
            image: windows-latest
          - name: win_312_python
            python_ver: "3.12"
            image: windows-latest
    runs-on: ${{ matrix.image }}
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: ${{ matrix.python_ver }}
      - name: Download sdist artifact
        uses: actions/download-artifact@v4
        with:
          name: sdist
          path: bld/sdist
      - name: pytest (non-win)
        if: ${{ !startsWith(matrix.image, 'windows') }}
        run: |
          python -m pip install --upgrade pip setuptools wheel
          install_file=$(echo bld/sdist/interpret_core-*.tar.gz)
          install_file=$(basename "$install_file" .tar.gz)
          python -m pip install "bld/sdist/$install_file.tar.gz[debug,notebook,plotly,lime,sensitivity,shap,linear,treeinterpreter,aplr,dash,skoperules,testing]"
          mkdir -p "tmp/zqmr/t"
          tar -xzvf "bld/sdist/$install_file.tar.gz" -C "tmp/zqmr/t" "$install_file/tests"
          cd "tmp/zqmr/t"
          python -m pytest -vv -n auto --cov=interpret --cov-report=xml
      - name: pytest (win)
        if: ${{ startsWith(matrix.image, 'windows') }}
        run: |
          python -m pip install --upgrade pip setuptools wheel
          $install_file = Get-ChildItem -Path "bld/sdist" -Filter "interpret_core-*.tar.gz"
          $install_file = $install_file.Name -replace '\.tar\.gz$', ''
          $env:PATH += ';C:\Program Files\Microsoft Visual Studio\2022\Enterprise\MSBuild\Current\Bin'
          python -m pip install "bld/sdist/$install_file.tar.gz[debug,notebook,plotly,lime,sensitivity,shap,linear,treeinterpreter,aplr,dash,skoperules,testing]"
          New-Item -Path "tmp/zqmr/t" -ItemType Directory -Force
          tar -xzvf "bld/sdist/$install_file.tar.gz" -C "tmp/zqmr/t" "$install_file/tests"
          cd "tmp/zqmr/t"
          $env:PATH += ";$env:GeckoWebDriver"
          python -m pytest -vv -n auto --cov=interpret --cov-report=xml
      - name: Code coverage report
        if: always()
        uses: codecov/codecov-action@v4
        with:
          files: tmp/zqmr/t/coverage.xml
          flags: sdist_${{ matrix.name }}
          name: codecov_sdist_${{ matrix.name }}
          token: ${{ secrets.CODECOV_TOKEN }}

  testB:
    needs: [bdist]
    strategy:
      matrix:
        include:
          - name: linux_39_python
            python_ver: "3.9"
            image: ubuntu-latest
          - name: linux_310_python
            python_ver: "3.10"
            image: ubuntu-latest
          - name: linux_311_python
            python_ver: "3.11"
            image: ubuntu-latest
          - name: linux_312_python
            python_ver: "3.12"
            image: ubuntu-latest
          - name: mac_39_python
            python_ver: "3.9"
            image: macos-latest
          - name: mac_310_python
            python_ver: "3.10"
            image: macos-latest
          - name: mac_311_python
            python_ver: "3.11"
            image: macos-latest
          - name: mac_312_python
            python_ver: "3.12"
            image: macos-latest
          - name: win_39_python
            python_ver: "3.9"
            image: windows-latest
          - name: win_310_python
            python_ver: "3.10"
            image: windows-latest
          - name: win_311_python
            python_ver: "3.11"
            image: windows-latest
          - name: win_312_python
            python_ver: "3.12"
            image: windows-latest
    runs-on: ${{ matrix.image }}
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: ${{ matrix.python_ver }}
      - name: Download bdist artifact
        uses: actions/download-artifact@v4
        with:
          name: bdist
          path: bld/bdist
      - name: pytest (non-win)
        if: ${{ !startsWith(matrix.image, 'windows') }}
        run: |
          python -m pip install --upgrade pip setuptools wheel
          install_file=$(echo bld/bdist/interpret_core-*.whl)
          install_file=$(basename "$install_file" .whl)
          python -m pip install "bld/bdist/$install_file.whl[debug,notebook,plotly,lime,sensitivity,shap,linear,treeinterpreter,aplr,dash,skoperules,testing]"
          mkdir -p "tmp/zqmr/t"
          cp -R "python/interpret-core/tests/" "tmp/zqmr/t/"
          cd "tmp/zqmr/t"
          python -m pytest -vv -n auto --cov=interpret --cov-report=xml
      - name: pytest (win)
        if: ${{ startsWith(matrix.image, 'windows') }}
        run: |
          python -m pip install --upgrade pip setuptools wheel
          $install_file = Get-ChildItem -Path "bld/bdist" -Filter "interpret_core-*.whl"
          $install_file = $install_file.Name -replace '\.whl$', ''
          $env:PATH += ';C:\Program Files\Microsoft Visual Studio\2022\Enterprise\MSBuild\Current\Bin'
          python -m pip install "bld/bdist/$install_file.whl[debug,notebook,plotly,lime,sensitivity,shap,linear,treeinterpreter,aplr,dash,skoperules,testing]"
          New-Item -Path "tmp/zqmr/t" -ItemType Directory -Force
          xcopy /E "python\interpret-core\tests\*" "tmp\zqmr\t\"
          cd "tmp/zqmr/t"
          $env:PATH += ";$env:GeckoWebDriver"
          python -m pytest -vv -n auto --cov=interpret --cov-report=xml
      - name: Code coverage report
        if: always()
        uses: codecov/codecov-action@v4
        with:
          files: tmp/zqmr/t/coverage.xml
          flags: bdist_${{ matrix.name }}
          name: codecov_bdist_${{ matrix.name }}
          token: ${{ secrets.CODECOV_TOKEN }}

  testR:
    needs: [R]
    strategy:
      matrix:
        include:
          - name: linux
            image: ubuntu-latest
    runs-on: ${{ matrix.image }}
    steps:
      - name: Set up R
        uses: r-lib/actions/setup-r@v2
        with:
          r-version: 'latest'
      - name: Download R artifact
        uses: actions/download-artifact@v4
        with:
          name: R
          path: bld/R
      - name: R test
        if: startsWith(matrix.image, 'ubuntu')
        continue-on-error: true
        run: |
          sudo apt --yes update
          sudo apt --yes install texlive-latex-base texlive-fonts-extra
          install_file=$(echo bld/R/interpret_*.tar.gz)
          install_file=$(basename "$install_file" .tar.gz)
          cd bld/R
          R CMD check --as-cran "$install_file.tar.gz"
      - name: Display results
        run: cat bld/R/interpret.Rcheck/00check.log

  format_clang:
    runs-on: ubuntu-latest
    permissions:
      checks: write
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Check C++ code formatting with clang-format
        id: check_cpp
        continue-on-error: true
        run: |
          wget -qO - https://apt.llvm.org/llvm-snapshot.gpg.key | sudo apt-key add -
          echo "deb http://apt.llvm.org/jammy/ llvm-toolchain-jammy-16 main" | sudo tee /etc/apt/sources.list.d/llvm-toolchain-jammy-16.list
          sudo apt --yes update
          sudo apt --yes install clang-format-16
          find shared/libebm \( -iname "*.cpp" -o -iname "*.h" -o -iname "*.hpp" \) | xargs clang-format-16 -i -style=file
          git diff --exit-code
      - name: Mark step with a warning
        if: ${{ steps.check_cpp.outcome == 'failure' }}
        uses: actions/github-script@v6
        with:
          script: |
            github.rest.checks.create({
              owner: context.repo.owner,
              repo: context.repo.repo,
              name: 'Failed clang formatting check',
              head_sha: context.sha,
              status: 'completed',
              conclusion: 'neutral'
            })

  format_ruff:
    runs-on: ubuntu-latest
    permissions:
      checks: write
    steps:
      - name: Check out repo
        uses: actions/checkout@v4
        with:
          ref: ${{ github.event_name == 'workflow_dispatch' && inputs.commit_id || github.sha }}
      - name: Check python matches ruff format
        id: check_python
        continue-on-error: true
        run: |
          cd python
          python -m pip install --upgrade ruff
          ruff format --check
      - name: Mark step with a warning
        if: ${{ steps.check_python.outcome == 'failure' }}
        uses: actions/github-script@v6
        with:
          script: |
            github.rest.checks.create({
              owner: context.repo.owner,
              repo: context.repo.repo,
              name: 'Failed ruff formatting check',
              head_sha: context.sha,
              status: 'completed',
              conclusion: 'neutral'
            })