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@@ -40,27 +40,17 @@ jobs: | |
strategy: | ||
fail-fast: false | ||
matrix: | ||
# Using ubuntu-20.04 instead of 22.04 for more compatibility (glibc). Ideally we'd use the | ||
# manylinux docker image, but I haven't figured out how to install CUDA on manylinux. | ||
os: [ubuntu-20.04] | ||
python-version: ['3.9', '3.10', '3.11', '3.12'] | ||
jax-version: ['0.4.24'] | ||
cuda-version: ['11.8.0', '12.3.1'] | ||
python-version: ['cp39', 'cp310', 'cp311', 'cp312'] | ||
cuda-version: ['11.8', '12.3'] | ||
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steps: | ||
- name: Checkout | ||
uses: actions/checkout@v3 | ||
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||
- name: Set up Python | ||
uses: actions/setup-python@v4 | ||
with: | ||
python-version: ${{ matrix.python-version }} | ||
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||
- name: Set CUDA and PyTorch versions | ||
run: | | ||
echo "MATRIX_CUDA_MAJOR=$(echo ${{ matrix.cuda-version }} | awk -F \. {'print $1'})" >> $GITHUB_ENV | ||
echo "MATRIX_CUDA_VERSION=$(echo ${{ matrix.cuda-version }} | awk -F \. {'print $1 $2'})" >> $GITHUB_ENV | ||
echo "MATRIX_JAX_VERSION=$(echo ${{ matrix.jax-version }} | awk -F \. {'print $1 "." $2'})" >> $GITHUB_ENV | ||
- name: Free up disk space | ||
if: ${{ runner.os == 'Linux' }} | ||
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@@ -77,53 +67,17 @@ jobs: | |
with: | ||
swap-size-gb: 10 | ||
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- name: Install CUDA ${{ matrix.cuda-version }} | ||
if: ${{ matrix.cuda-version != 'cpu' }} | ||
uses: Jimver/[email protected] | ||
id: cuda-toolkit | ||
with: | ||
cuda: ${{ matrix.cuda-version }} | ||
linux-local-args: '["--toolkit"]' | ||
# default method is "local", and we're hitting some error with caching for CUDA 11.8 and 12.1 | ||
# method: ${{ (matrix.cuda-version == '11.8.0' || matrix.cuda-version == '12.1.0') && 'network' || 'local' }} | ||
method: 'network' | ||
# We need the cuda libraries (e.g. cuSparse, cuSolver) for compiling PyTorch extensions, | ||
# not just nvcc | ||
# sub-packages: '["nvcc"]' | ||
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||
- name: Install Jax ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }} | ||
run: | | ||
pip install --upgrade pip | ||
pip install --upgrade "jax[cuda${MATRIX_CUDA_MAJOR}_local] == ${{ matrix.jax-version }}" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html | ||
shell: | ||
bash | ||
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||
- name: Build wheel | ||
run: | | ||
# We want setuptools >= 49.6.0 otherwise we can't compile the extension if system CUDA version is 11.7 and pytorch cuda version is 11.6 | ||
# https://github.com/pytorch/pytorch/blob/664058fa83f1d8eede5d66418abff6e20bd76ca8/torch/utils/cpp_extension.py#L810 | ||
# However this still fails so I'm using a newer version of setuptools | ||
pip install setuptools==68.0.0 | ||
# setuptools-cuda-cpp on pypi has a bug that breaks ninja | ||
pip install git+https://github.com/nshepperd/setuptools-cuda-cpp | ||
pip install ninja packaging wheel pybind11 | ||
export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH | ||
export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH | ||
# Set MAX_JOBS to allocate 8GB per job, which should be enough to build comfortably | ||
free -h | ||
export MAX_JOBS=3 | ||
echo "Building with ${MAX_JOBS} jobs" | ||
python setup.py bdist_wheel --dist-dir=dist | ||
tmpname=cu${MATRIX_CUDA_VERSION}jax${{ matrix.jax-version }} | ||
wheel_name=$(ls dist/*whl | xargs -n 1 basename | sed "s/-/+$tmpname-/2") | ||
ls dist/*whl |xargs -I {} mv {} dist/${wheel_name} | ||
echo "wheel_name=${wheel_name}" >> $GITHUB_ENV | ||
shell: | ||
bash | ||
- name: Build wheels | ||
uses: pypa/[email protected] | ||
env: | ||
CIBW_BUILD: ${{ matrix.python-version }}-manylinux_x86_64 | ||
CIBW_MANYLINUX_X86_64_IMAGE: manylinux2014_x86_64_cuda_${{ matrix.cuda-version }} | ||
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- name: Log Built Wheels | ||
run: | | ||
ls dist | ||
ls wheelhouse | ||
wheel_name=$(basename wheelhouse/*.whl) | ||
echo "wheel_name=${wheel_name}" >> $GITHUB_ENV | ||
- name: Get the tag version | ||
id: extract_branch | ||
|
@@ -144,15 +98,15 @@ jobs: | |
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | ||
with: | ||
upload_url: ${{ steps.get_current_release.outputs.upload_url }} | ||
asset_path: ./dist/${{env.wheel_name}} | ||
asset_path: ./wheelhouse/${{env.wheel_name}} | ||
asset_name: ${{env.wheel_name}} | ||
asset_content_type: application/* | ||
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- name: Upload Artifact | ||
uses: actions/upload-artifact@v4 | ||
with: | ||
name: ${{env.wheel_name}} | ||
path: ./dist/${{env.wheel_name}} | ||
path: ./wheelhouse/${{env.wheel_name}} | ||
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publish_package: | ||
name: Publish package | ||
|
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@@ -1,2 +1,2 @@ | ||
[build-system] | ||
requires = ["setuptools", "wheel", "setuptools-cuda-cpp", "packaging", "pybind11"] | ||
requires = ["setuptools", "wheel", "setuptools-cuda-cpp @ git+https://github.com/nshepperd/setuptools-cuda-cpp", "packaging", "pybind11"] |
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