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‎.github/CODEOWNERS

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# These owners will be the default owners for everything in the repo.
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# Unless a later match takes precedence,they will be requested for review when someone opens a pull request.
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* @mlcommons/wg-inference
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/CODEOWNERS @mlcommons/staff

‎.github/workflows/build_wheels.yml

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@@ -3,37 +3,141 @@ name: Build loadgen wheels and release them into PYPI
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on:
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release:
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types: [published]
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push:
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branches:
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- master
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- loadgen-release
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- dev
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paths:
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- loadgen/**
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jobs:
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update_version:
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name: Update version only on ubuntu but used by windows and macos
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if: github.repository_owner == 'mlcommons'
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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with:
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fetch-depth: 2
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ssh-key: ${{ secrets.DEPLOY_KEY }}
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# Check if VERSION.txt file has changed in this push
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- name: Check if VERSION.txt file has changed
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id: version_changed
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run: |
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echo "version_changed=false" >> $GITHUB_ENV
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echo "new_version=" >> $GITHUB_ENV # Initialize with empty value
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if git diff --name-only HEAD~1 | grep -q "VERSION.txt"; then
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echo "VERSION.txt file has been modified"
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echo "version_changed=true" >> $GITHUB_ENV
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new_version=$(cat loadgen/VERSION.txt)
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echo "new_version=$new_version" >> $GITHUB_ENV
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else
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echo "VERSION.txt file has NOT been modified"
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fi
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# Step 4: Increment version if VERSION.txt was not changed
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- name: Increment version if necessary
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id: do_version_increment
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if: env.version_changed == 'false'
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run: |
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cd loadgen
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# Check if VERSION file exists, else initialize it
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if [ ! -f VERSION.txt ]; then
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echo "0.0.0" > VERSION.txt
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fi
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version=$(cat VERSION.txt)
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IFS='.' read -r major minor patch <<< "$version"
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patch=$((patch + 1))
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new_version="$major.$minor.$patch"
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echo $new_version > VERSION.txt
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echo "New version: $new_version"
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echo "new_version=$new_version" >> $GITHUB_ENV
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# Step 5: Commit the updated version to the repository
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- name: Commit updated version
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if: env.version_changed == 'false'
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run: |
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cd loadgen
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git config --global user.name "${{ github.actor }}"
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git config --global user.email "${{ github.actor }}@users.noreply.github.com"
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git add VERSION.txt
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git commit -m "Increment version to $new_version"
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git push
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build_wheels:
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name: Build wheels on ${{ matrix.os }}
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needs: update_version
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runs-on: ${{ matrix.os }}
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strategy:
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fail-fast: false
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matrix:
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os: [ubuntu-latest, windows-latest, macOS-latest]
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os: [ubuntu-latest, windows-latest, macos-latest, macos-13]
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steps:
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- uses: actions/checkout@v3
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- uses: actions/setup-python@v3
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- name: Install requirements
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run: python -m pip install cibuildwheel==2.11.4 twine==4.0.2
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run: python -m pip install cibuildwheel twine build
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- name: Init pybind11 submodule
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- name: Build src dist
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if: ${{ matrix.os == 'ubuntu-latest' }}
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run: |
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git submodule init third_party/pybind
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git submodule update third_party/pybind
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python -m build --sdist --outdir wheels loadgen
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- name: Build wheels
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run: python -m cibuildwheel loadgen/ --output-dir wheels
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env:
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CIBW_ENVIRONMENT: "CFLAGS='-std=c++14'"
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CIBW_BUILD: 'cp3{6,7,8,9,10}-*'
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run: git pull && python -m cibuildwheel loadgen/ --output-dir wheels
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- uses: actions/upload-artifact@v3
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# Save wheels as artifacts
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- name: Upload built wheels
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uses: actions/upload-artifact@v4
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with:
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path: ./wheels/*.whl
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name: wheels-${{ matrix.os }}
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path: wheels
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- name: Publish package to PyPI
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run: python -m twine upload wheels/* -u __token__ -p ${{ secrets.PYPI_API_TOKEN }}
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publish_wheels:
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needs: build_wheels # Wait for the build_wheels job to complete
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runs-on: ubuntu-latest # Only run this job on Linux
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environment: release
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permissions:
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# IMPORTANT: this permission is mandatory for trusted publishing
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id-token: write
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steps:
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- uses: actions/checkout@v3
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# Download the built wheels from ubuntu
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- name: Download Ubuntu wheels
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uses: actions/download-artifact@v4
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with:
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name: wheels-ubuntu-latest
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path: wheels
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# Download the built wheels from macOS-latest
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- name: Download macOS-latest wheels
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uses: actions/download-artifact@v4
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with:
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name: wheels-macos-latest
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path: wheels
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# Download the built wheels from macOS-13 (x86)
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- name: Download macOS-13 (x86) wheels
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uses: actions/download-artifact@v4
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with:
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name: wheels-macos-13
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path: wheels
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# Download the built wheels from Windows
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- name: Download Windows wheels
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uses: actions/download-artifact@v4
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with:
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name: wheels-windows-latest
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path: wheels
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- name: Publish
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uses: pypa/gh-action-pypi-publish@release/v1
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with:
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verify-metadata: true
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skip-existing: true
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packages-dir: wheels
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repository-url: https://upload.pypi.org/legacy/
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verbose: true

‎.github/workflows/cla.yml

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jobs:
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cla-check:
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if: github.repository_owner == 'mlcommons'
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runs-on: ubuntu-latest
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steps:
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- name: "MLCommons CLA bot check"

‎.github/workflows/format.yml

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# Automatic code formatting
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name: "Code formatting"
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on:
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push:
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branches:
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- "**"
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env:
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python_version: "3.9"
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jobs:
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format-code:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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with:
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fetch-depth: 0
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ssh-key: ${{ secrets.DEPLOY_KEY }}
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- name: Set up Python ${{ env.python_version }}
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uses: actions/setup-python@v3
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with:
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python-version: ${{ env.python_version }}
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- name: Format modified python files
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env:
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filter: ${{ github.event.before }}
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run: |
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python3 -m pip install autopep8
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for FILE in $(git diff --name-only $filter | grep -E '.*\.py$')
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do
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# Check if the file still exists in the working tree
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if [ -f "$FILE" ]; then
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autopep8 --in-place -a "$FILE"
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git add "$FILE"
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fi
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done
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- name: Format modified C++ files
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env:
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filter: ${{ github.event.before }}
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run: |
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for FILE in $(git diff --name-only $filter | grep -E '.*\.(cc|cpp|h|hpp)$')
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do
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# Check if the file still exists in the working tree
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if [ -f "$FILE" ]; then
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clang-format -i -style=file $FILE
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git add $FILE
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fi
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done
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- name: Commit and push changes
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run: |
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HAS_CHANGES=$(git diff --staged --name-only)
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if [ ${#HAS_CHANGES} -gt 0 ]; then
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git config --global user.name mlcommons-bot
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git config --global user.email "[email protected]"
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# Commit changes
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git commit -m '[Automated Commit] Format Codebase'
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git push
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fi

‎.github/workflows/publish.yaml

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# This is a basic workflow to help you get started with Actions
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name: Publish site
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on:
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release:
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types: [published]
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push:
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branches:
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- master
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- docs
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jobs:
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publish:
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name: Publish the site
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runs-on: ubuntu-latest
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steps:
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- name: Checkout repository normally
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uses: actions/checkout@v3
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- name: Set up Python
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uses: actions/setup-python@v4
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with:
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python-version: "3.11"
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29+
- name: Install Mkdocs
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run: pip install -r docs/requirements.txt
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- name: Run Mkdocs deploy
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run: mkdocs gh-deploy --force

‎.github/workflows/test-bert.yml

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- .github/workflows/test-bert.yml
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- '!**.md'
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env:
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PR_HEAD_REF: ${{ github.event.pull_request.head.ref }}
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jobs:
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build:
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python-version: ${{ matrix.python-version }}
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- name: Install dependencies
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run: |
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python3 -m pip install cmind
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cm pull repo mlcommons@ck
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cm run script --quiet --tags=get,sys-utils-cm
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python3 -m pip install cm4mlops
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- name: Test BERT and end to end submission generation
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run: |
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --quiet --submitter="MLCommons" --hw_name=default --model=bert-99 --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --adr.compiler.tags=gcc --adr.inference-src.version=custom --adr.inference-src.env.CM_GIT_CHECKOUT=${{ github.event.pull_request.head.ref }} --adr.inference-src.env.CM_GIT_URL=${{ github.event.pull_request.head.repo.html_url }} --target_qps=1
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --quiet --submitter="MLCommons" --hw_name=default --model=bert-99 --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --adr.compiler.tags=gcc --adr.inference-src.version=custom --adr.inference-src.tags=_repo.${{ github.event.pull_request.head.repo.html_url }},_branch.$PR_HEAD_REF --adr.loadgen.version=custom

‎.github/workflows/test-loadgen.yml

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- .github/workflows/test-loadgen.yml
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- '!**.md'
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env:
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PR_HEAD_REF: ${{ github.event.pull_request.head.ref }}
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strategy:
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matrix:
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python-version: ["3.8", "3.9", "3.10"]
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python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
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python3 -m pip install cmind
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cm pull repo mlcommons@ck
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python3 -m pip install cm4mlops
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- name: Test Loadgen
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run: |
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cm run script --tags=get,mlperf,inference,loadgen --quiet --version=custom --adr.inference-src.env.CM_GIT_CHECKOUT=${{ github.event.pull_request.head.ref }} --adr.inference-src.env.CM_GIT_URL=${{ github.event.pull_request.head.repo.html_url }}
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cm run script --tags=get,mlperf,inference,loadgen --quiet --version=custom --adr.inference-src.tags=_repo.${{ github.event.pull_request.head.repo.html_url }},_branch.$PR_HEAD_REF --adr.loadgen.tags=_no-compilation-warnings

‎.github/workflows/test-resnet50.yml

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branches: [ "master", "dev" ]
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paths:
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- vision/classification_and_detection/**
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- loadgen/**
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- tools/submission/**
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- .github/workflows/test-resnet50.yml
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- '!**.md'
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env:
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PR_HEAD_REF: ${{ github.event.pull_request.head.ref }}
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python-version: [ "3.9" ]
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backend: [ "onnxruntime", "tf" ]
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loadgen-flag: [ "", "--adr.loadgen.tags=_from-pip --pip_loadgen=yes" ]
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- uses: actions/checkout@v3
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python-version: ${{ matrix.python-version }}
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- name: Install dependencies
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run: |
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python3 -m pip install cmind
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cm pull repo mlcommons@ck
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cm run script --quiet --tags=get,sys-utils-cm
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python3 -m pip install cm4mlops
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- name: Test Resnet50 and end to end submission generation
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run: |
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --quiet --submitter="MLCommons" --hw_name=default --model=resnet50 --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --test_query_count=500 --adr.compiler.tags=gcc --adr.inference-src.env.CM_GIT_CHECKOUT=${{ github.event.pull_request.head.ref }} --adr.inference-src.version=custom --adr.inference-src.env.CM_GIT_URL=${{ github.event.pull_request.head.repo.html_url }}
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --quiet --submitter="MLCommons" --hw_name=default --model=resnet50 --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --test_query_count=500 --adr.compiler.tags=gcc --adr.inference-src.tags=_branch.$PR_HEAD_REF,_repo.${{ github.event.pull_request.head.repo.html_url }} --adr.inference-src.version=custom --adr.loadgen.version=custom ${{ matrix.loadgen-flag }}

‎.github/workflows/test-retinanet.yml

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- .github/workflows/test-retinanet.yml
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- '!**.md'
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env:
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PR_HEAD_REF: ${{ github.event.pull_request.head.ref }}
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jobs:
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build:
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python-version: ${{ matrix.python-version }}
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- name: Install dependencies
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run: |
33-
python3 -m pip install cmind
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cm pull repo mlcommons@ck
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cm run script --quiet --tags=get,sys-utils-cm
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python3 -m pip install cm4mlops
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- name: Test Retinanet and end to end submission generation
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run: |
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --quiet --submitter="MLCommons" --hw_name=default --model=retinanet --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --test_query_count=10 --adr.compiler.tags=gcc --adr.inference-src.version=custom --adr.inference-src.env.CM_GIT_CHECKOUT=${{ github.event.pull_request.head.ref }} --adr.inference-src.env.CM_GIT_URL=${{ github.event.pull_request.head.repo.html_url }}
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_submission,_short --quiet --submitter="MLCommons" --hw_name=default --model=retinanet --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --test_query_count=10 --adr.compiler.tags=gcc --adr.inference-src.version=custom --adr.inference-src.tags=_repo.${{ github.event.pull_request.head.repo.html_url }},_branch.$PR_HEAD_REF --adr.loadgen.version=custom

‎.github/workflows/test-rnnt.yml

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on:
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pull_request:
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branches: [ "master", "dev" ]
8+
branches: [ "master-retired", "dev-retired" ]
99
paths:
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- speech_recognition/rnnt/**
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- tools/submission/**
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- .github/workflows/test-rnnt.yml
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- '!**.md'
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env:
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PR_HEAD_REF: ${{ github.event.pull_request.head.ref }}
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jobs:
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build:
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@@ -36,4 +39,4 @@ jobs:
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cm run script --quiet --tags=get,sys-utils-cm
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- name: Test RNNT and end to end submission generation
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run: |
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cm run script --tags=run,mlperf,inference,generate-run-cmds,_performance-only --quiet --submitter="MLCommons" --hw_name=default --model=rnnt --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --precision=${{ matrix.precision }} --adr.compiler.tags=gcc --adr.inference-src.version=custom --adr.inference-src.env.CM_GIT_CHECKOUT=${{ github.event.pull_request.head.ref }} --adr.inference-src.env.CM_GIT_URL=${{ github.event.pull_request.head.repo.html_url }} --adr.ml-engine-pytorch.version=1.13.0 --adr.ml-engine-torchvision.version=0.14.1 --adr.librosa.version_max=0.9.1
42+
cm run script --tags=run,mlperf,inference,generate-run-cmds,_performance-only --quiet --submitter="MLCommons" --hw_name=default --model=rnnt --implementation=reference --backend=${{ matrix.backend }} --device=cpu --scenario=Offline --precision=${{ matrix.precision }} --adr.compiler.tags=gcc --adr.inference-src.version=custom --adr.inference-src.env.CM_GIT_CHECKOUT=$PR_HEAD_REF --adr.inference-src.env.CM_GIT_URL=${{ github.event.pull_request.head.repo.html_url }} --adr.ml-engine-pytorch.version=1.13.0 --adr.ml-engine-torchvision.version=0.14.1 --adr.librosa.version_max=0.9.1

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