[CI] Upgrade pytorch to 2.4.1 #2383
Workflow file for this run
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# This workflow will install Python dependencies, run tests and lint with a single version of Python | |
# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions | |
name: Build | |
on: | |
push: | |
branches: | |
- main | |
pull_request: | |
branches: | |
- main | |
schedule: | |
- cron: "15 21 * * FRI" | |
workflow_call: | |
secrets: | |
codecov_token: | |
required: true | |
permissions: read-all | |
jobs: | |
build: | |
runs-on: ${{ matrix.os }} | |
strategy: | |
matrix: | |
os: [ubuntu-24.04, macos-14, windows-2022] | |
python-version: ['3.9', '3.10', '3.11'] | |
env: | |
TVM_VERSION_TAG: v0.17.0 | |
PYTORCH_VERSION: 2.4.1 | |
LLVM_VERSION: 18 | |
steps: | |
- uses: actions/checkout@v4 | |
- name: Set up Python ${{ matrix.python-version }} | |
uses: actions/setup-python@v5 | |
with: | |
python-version: ${{ matrix.python-version }} | |
- name: Lint with flake8 | |
run: | | |
python -m pip install --upgrade pip | |
python -m pip install flake8 | |
# stop the build if there are Python syntax errors or undefined names | |
flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics | |
# The GitHub editor is 127 chars wide | |
flake8 . --count --max-complexity=10 --max-line-length=127 --statistics | |
# PyTorch CPU for Linux has different pip syntax wrt Win and Mac. | |
- name: Install torch-${{ env.PYTORCH_VERSION }}+cpu if linux | |
if: ${{ startsWith(matrix.os, 'ubuntu') }} | |
run: python -m pip install torch==${{ env.PYTORCH_VERSION }} --extra-index-url https://download.pytorch.org/whl/cpu | |
- name: Install torch-${{ env.PYTORCH_VERSION }}+cpu if not linux | |
if: ${{ !startsWith(matrix.os, 'ubuntu') }} | |
run: python -m pip install torch==${{ env.PYTORCH_VERSION }} | |
- name: Install basic dependencies | |
run: | | |
python -m pip install -e .[tests] -f https://download.pytorch.org/whl/torch_stable.html | |
- name: Test with older SKLearn on Linux with py3.9 to check backward compatibility | |
if: ${{ matrix.python-version == '3.9' && startsWith(matrix.os, 'ubuntu') == true }} | |
run: python -m pip install scikit-learn==1.2.1 numpy==1.26.4 | |
- name: Pin SKLearn<1.5.0 on not Linux with py3.9 | |
if: ${{ !(matrix.python-version == '3.9' && startsWith(matrix.os, 'ubuntu') == true) }} | |
run: python -m pip install "scikit-learn<1.5.0" numpy==1.26.4 | |
- name: Run basic tests without extra | |
run: pytest | |
- name: Coverage on basic tests without extra | |
run: coverage run -a -m pytest tests/test_no_extra_install.py | |
- name: If mac, install libomp to facilitate lgbm install | |
if: ${{ startsWith(matrix.os, 'macos')}} | |
run: | | |
wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb | |
brew install ./libomp.rb | |
export CC=/usr/bin/clang | |
export CXX=/usr/bin/clang++ | |
export CPPFLAGS="$CPPFLAGS -Xpreprocessor -fopenmp" | |
export CFLAGS="$CFLAGS -I/usr/local/opt/libomp/include" | |
export CXXFLAGS="$CXXFLAGS -I/usr/local/opt/libomp/include" | |
export LDFLAGS="$LDFLAGS -Wl,-rpath,/usr/local/opt/libomp/lib -L/usr/local/opt/libomp/lib -lomp" | |
- name: Install extra dependencies | |
run: | | |
python -m pip install .[extra,onnx,sparkml] | |
python -m pip install pandas | |
- uses: actions/cache@v3 | |
# TVM takes forever, we try to cache it. | |
if: ${{ startsWith(matrix.os, 'ubuntu') || startsWith(matrix.os, 'macos')}} | |
id: cache | |
env: | |
CACHE_NUMBER: 14 | |
with: | |
path: ~/work/hummingbird/tvm | |
key: ${{ matrix.os }}-python${{ matrix.python-version }}-tvm-${{ env.TVM_VERSION_TAG }}-${{ env.CACHE_NUMBER }} | |
# Getting TVM requires: 1) Install LLVM 2) fetching TVM from github, 3) cmake, 4) make, 5) install python dependency. | |
# 2 to 4 will be retrieved from the cache. | |
# The pipeline only works for Unix systems. For windows we will have to compile LLVM from source which is a no go. | |
- name: Install LLVM if Ubuntu | |
if: ${{ startsWith(matrix.os, 'ubuntu')}} | |
run: | | |
sudo apt install llvm-${{ env.LLVM_VERSION }}-dev libpolly-${{ env.LLVM_VERSION }}-dev | |
- name: Install LLVM if Mac | |
if: ${{ startsWith(matrix.os, 'macos')}} | |
run: | | |
brew install llvm@${{ env.LLVM_VERSION }} | |
- name: Fetch and prepare TVM for compilation if Ubuntu or Mac | |
if: ${{ steps.cache.outputs.cache-hit != 'true' && (startsWith(matrix.os, 'ubuntu') || startsWith(matrix.os, 'macos')) }} | |
run: | | |
cd ~/work/hummingbird | |
git clone https://github.com/apache/tvm.git | |
cd tvm | |
git checkout tags/${{env.TVM_VERSION_TAG}} | |
git submodule update --recursive --init | |
cmake -E make_directory build | |
- name: CMake TVM if Ubuntu | |
if: ${{ steps.cache.outputs.cache-hit != 'true' && startsWith(matrix.os, 'ubuntu') }} | |
run: | | |
cd ~/work/hummingbird/tvm | |
cmake -S . -B build \ | |
-DUSE_RPC=ON \ | |
-DUSE_GRAPH_RUNTIME=ON \ | |
-DUSE_LLVM="llvm-config-${{ env.LLVM_VERSION }} --link-static" \ | |
-DHIDE_PRIVATE_SYMBOLS=ON | |
- name: CMake TVM if Mac | |
if: ${{ steps.cache.outputs.cache-hit != 'true' && startsWith(matrix.os, 'macos') }} | |
run: | | |
cd ~/work/hummingbird/tvm | |
cmake -S . -B build \ | |
-DUSE_RPC=ON \ | |
-DUSE_GRAPH_RUNTIME=ON \ | |
-DUSE_LLVM="$(brew --prefix llvm@${{ env.LLVM_VERSION }})/bin/llvm-config --link-static" \ | |
-DHIDE_PRIVATE_SYMBOLS=ON | |
- name: Build TVM if Ubuntu or Mac | |
if: ${{ steps.cache.outputs.cache-hit != 'true' && (startsWith(matrix.os, 'ubuntu') || startsWith(matrix.os, 'macos')) }} | |
run: | | |
cd ~/work/hummingbird/tvm | |
cmake --build build | |
- name: Install python TVM if Ubuntu or Mac | |
if: ${{ (startsWith(matrix.os, 'macos') || startsWith(matrix.os, 'ubuntu')) }} | |
run: | | |
cd ~/work/hummingbird/tvm/python | |
python3 -m pip install -e . | |
# We don't run pytest for ubuntu py3.9 since we do coverage for that case. | |
- name: Test with pytest | |
if: ${{ matrix.python-version != '3.9' || startsWith(matrix.os, 'ubuntu') != true }} | |
run: pytest | |
# Run and push coverage only for ubuntu py3.9 | |
- name: Coverage 3.9 ubuntu | |
if: ${{ matrix.python-version == '3.9' && startsWith(matrix.os, 'ubuntu') }} | |
run: | | |
coverage run -a -m pytest tests | |
coverage xml | |
- name: Upload coverage to Codecov | |
if: ${{ matrix.python-version == '3.9' && startsWith(matrix.os, 'ubuntu') }} | |
uses: codecov/codecov-action@v4 | |
with: | |
file: ./coverage.xml | |
flags: unittests | |
token: ${{ secrets.CODECOV_TOKEN }} | |
page-build: | |
needs: build | |
runs-on: ${{ matrix.os }} | |
strategy: | |
matrix: | |
os: [ubuntu-22.04] | |
python-version: ['3.9'] | |
permissions: # here we push documentation | |
actions: read | |
contents: write | |
if: github.ref == 'refs/heads/main' # only run this on main after PR merged | |
steps: | |
- uses: actions/checkout@v4 | |
- name: Set up Python ${{ matrix.python-version }} | |
uses: actions/setup-python@v5 | |
with: | |
python-version: ${{ matrix.python-version }} | |
- name: Generate Documentation | |
run: | | |
# We're mocking out the torch. So now we also need to sub this on out | |
find ../. -type f -exec sed -i 's/{torch.__version__}/1.12.0/g' {} + | |
find ../. -type f -exec sed -i 's/torch.__version__/"1.12.0"/g' {} + | |
make sphinx-site -C website/ | |
# now refresh the code | |
git checkout . && python -m pip install -e .[tests] -f https://download.pytorch.org/whl/torch_stable.html | |
- name: Deploy to GitHub pages 🚀 | |
uses: JamesIves/[email protected] | |
with: | |
branch: gh-pages | |
folder: website/public | |