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_build.yml
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name: ~Build wheel template
on:
workflow_call:
inputs:
runs-on:
description: "The runner to use for the build"
required: true
type: string
python-version:
description: "The Python version to use for the build"
required: true
type: string
cuda-version:
description: "The CUDA version to use for the build"
required: true
type: string
torch-version:
description: "The PyTorch version to use for the build"
required: true
type: string
cxx11_abi:
description: "The C++11 ABI to use for the build"
required: true
type: string
upload-to-release:
description: "Upload wheel to this release"
required: false
type: boolean
default: false
release-version:
description: "Upload wheel to this release"
required: false
type: string
use-local-version:
description: "Use local version"
required: false
type: boolean
default: false
defaults:
run:
shell: bash -x -e -u -o pipefail {0}
jobs:
build-wheel:
runs-on: ${{ inputs.runs-on }}
name: Build wheel (${{ inputs.release-version }}-${{ inputs.python-version }}-${{ inputs.cuda-version }}-${{ inputs.torch-version }}-${{ inputs.cxx11_abi }})
steps:
- name: Checkout
uses: actions/checkout@v4
with:
ref: ${{ inputs.release-version }}
submodules: recursive
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ inputs.python-version }}
- name: Set CUDA and PyTorch versions
run: |
echo "MATRIX_CUDA_VERSION=$(echo ${{ inputs.cuda-version }} | awk -F \. {'print $1 $2'})" >> $GITHUB_ENV
echo "MATRIX_TORCH_VERSION=$(echo ${{ inputs.torch-version }} | awk -F \. {'print $1 "." $2'})" >> $GITHUB_ENV
echo "WHEEL_CUDA_VERSION=$(echo ${{ inputs.cuda-version }} | awk -F \. {'print $1'})" >> $GITHUB_ENV
echo "MATRIX_PYTHON_VERSION=$(echo ${{ inputs.python-version }} | awk -F \. {'print $1 $2'})" >> $GITHUB_ENV
- name: Free up disk space
if: ${{ runner.os == 'Linux' }}
# https://github.com/easimon/maximize-build-space/blob/master/action.yml
# https://github.com/easimon/maximize-build-space/tree/test-report
run: |
sudo rm -rf /usr/share/dotnet
sudo rm -rf /opt/ghc
sudo rm -rf /opt/hostedtoolcache/CodeQL
- name: Set up swap space
if: runner.os == 'Linux'
uses: pierotofy/set-swap-space@v1.0
with:
swap-size-gb: 10
- name: Install CUDA ${{ inputs.cuda-version }}
if: ${{ inputs.cuda-version != 'cpu' }}
uses: Jimver/cuda-toolkit@v0.2.26
id: cuda-toolkit
with:
cuda: ${{ inputs.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: ${{ (inputs.cuda-version == '11.8.0' || inputs.cuda-version == '12.1.0') && 'network' || 'local' }}
method: "network"
- name: Install additional CUDA libraries
run: |
CUDA_VERSION=$(echo ${{ inputs.cuda-version }} | awk -F \. {'print $1 "-" $2'})
sudo apt-get update
sudo apt-get install -y libcusparse-$CUDA_VERSION libcusolver-$CUDA_VERSION
sudo apt-get clean
- name: Install PyTorch ${{ inputs.torch-version }}+cu${{ inputs.cuda-version }}
run: |
pip install --upgrade pip
# With python 3.13 and torch 2.5.1, unless we update typing-extensions, we get error
# AttributeError: attribute '__default__' of 'typing.ParamSpec' objects is not writable
pip install typing-extensions==4.12.2
# We want to figure out the CUDA version to download pytorch
# e.g. we can have system CUDA version being 11.7 but if torch==1.12 then we need to download the wheel from cu116
# see https://github.com/pytorch/pytorch/blob/main/RELEASE.md#release-compatibility-matrix
# This code is ugly, maybe there's a better way to do this.
export TORCH_CUDA_VERSION=$(python -c "from os import environ as env; \
minv = {'2.4': 118, '2.5': 118, '2.6': 118, '2.7': 118, '2.8': 126}[env['MATRIX_TORCH_VERSION']]; \
maxv = {'2.4': 124, '2.5': 124, '2.6': 126, '2.7': 128, '2.8': 129}[env['MATRIX_TORCH_VERSION']]; \
print(minv if int(env['MATRIX_CUDA_VERSION']) < 120 else maxv)" \
)
if [[ ${{ inputs.torch-version }} == *"dev"* ]]; then
# pip install --no-cache-dir --pre torch==${{ inputs.torch-version }} --index-url https://download.pytorch.org/whl/nightly/cu${TORCH_CUDA_VERSION}
# Can't use --no-deps because we need cudnn etc.
# Hard-coding this version of pytorch-triton for torch 2.6.0.dev20241001
pip install jinja2
pip install https://download.pytorch.org/whl/nightly/pytorch_triton-3.1.0%2Bcf34004b8a-cp${MATRIX_PYTHON_VERSION}-cp${MATRIX_PYTHON_VERSION}-linux_x86_64.whl
pip install --no-cache-dir --pre https://download.pytorch.org/whl/nightly/cu${TORCH_CUDA_VERSION}/torch-${{ inputs.torch-version }}%2Bcu${TORCH_CUDA_VERSION}-cp${MATRIX_PYTHON_VERSION}-cp${MATRIX_PYTHON_VERSION}-linux_x86_64.whl
else
pip install --no-cache-dir torch==${{ inputs.torch-version }} --index-url https://download.pytorch.org/whl/cu${TORCH_CUDA_VERSION}
fi
nvcc --version
python --version
python -c "import torch; print('PyTorch:', torch.__version__)"
python -c "import torch; print('CUDA:', torch.version.cuda)"
python -c "from torch.utils import cpp_extension; print (cpp_extension.CUDA_HOME)"
- name: Restore build cache
uses: actions/cache/restore@v4
with:
path: build.tar
key: build-${{ inputs.release-version }}-${{ inputs.python-version }}-${{ inputs.cuda-version }}-${{ inputs.torch-version }}-${{ inputs.cxx11_abi }}-${{ github.run_number }}-${{ github.run_attempt }}
restore-keys: |
build-${{ inputs.release-version }}-${{ inputs.python-version }}-${{ inputs.cuda-version }}-${{ inputs.torch-version }}-${{ inputs.cxx11_abi }}-
- name: Unpack build cache
run: |
echo ::group::Adjust timestamps
sudo find / -exec touch -t 197001010000 {} + || true
echo ::endgroup::
if [ -f build.tar ]; then
find . -mindepth 1 -maxdepth 1 ! -name 'build.tar' -exec rm -rf {} +
tar -xpvf build.tar -C .
else
echo "No build.tar found, skipping"
fi
ls -al ./
ls -al build/ || true
ls -al csrc/ || true
- name: Build wheel
id: 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==75.8.0
pip install ninja packaging wheel
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
# Limit MAX_JOBS otherwise the github runner goes OOM
# nvcc 11.8 can compile with 2 jobs, but nvcc 12.3 goes OOM
export MAX_JOBS=$([ "$MATRIX_CUDA_VERSION" == "129" ] && echo 1 || echo 2)
export NVCC_THREADS=2
export TORCH_CUDA_ARCH_LIST="7.0 7.2 7.5 8.0 8.6 8.7 9.0+PTX"
export DG_USE_LOCAL_VERSION=${{ inputs.use-local-version && '1' || '0' }}
# 5h timeout since GH allows max 6h and we want some buffer
EXIT_CODE=0
timeout 5h python setup.py bdist_wheel --dist-dir=dist || EXIT_CODE=$?
if [ $EXIT_CODE -eq 0 ]; then
tmpname=cu${WHEEL_CUDA_VERSION}torch${MATRIX_TORCH_VERSION}cxx11abi${{ inputs.cxx11_abi }}
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}" >> $GITHUB_ENV
fi
# Store exit code in GitHub env for later steps
echo "build_exit_code=$EXIT_CODE" | tee -a "$GITHUB_OUTPUT"
# Do not fail the job if timeout killed the build
exit $EXIT_CODE
- name: Log build logs after timeout
if: always() && steps.build_wheel.outputs.build_exit_code == 124
run: |
ls -al ./
tar -cvf build.tar . --atime-preserve=replace
- name: Save build cache timeout
if: always() && steps.build_wheel.outputs.build_exit_code == 124
uses: actions/cache/save@v4
with:
key: build-${{ inputs.release-version }}-${{ inputs.python-version }}-${{ inputs.cuda-version }}-${{ inputs.torch-version }}-${{ inputs.cxx11_abi }}-${{ github.run_number }}-${{ github.run_attempt }}
path: build.tar
- name: Log Built Wheels
run: |
ls dist
- name: Get Release with tag
id: get_current_release
uses: joutvhu/get-release@v1
with:
tag_name: ${{ inputs.release-version }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: Upload Release Asset
id: upload_release_asset
if: inputs.upload-to-release
uses: actions/upload-release-asset@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
upload_url: ${{ steps.get_current_release.outputs.upload_url }}
asset_path: ./dist/${{env.wheel_name}}
asset_name: ${{env.wheel_name}}
asset_content_type: application/*