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225 changes: 225 additions & 0 deletions .github/workflows/_build.yml
Original file line number Diff line number Diff line change
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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

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@v0.2.27
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"
sub-packages: '["nvcc"]'

- 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=$(python -c "from os import environ as env; \
minv = {'2.5': 118, '2.6': 118, '2.7': 118, '2.8': 126, '2.9': 126}[env['MATRIX_TORCH_VERSION']]; \
maxv = {'2.5': 124, '2.6': 126, '2.7': 128, '2.8': 129, '2.9': 130}[env['MATRIX_TORCH_VERSION']]; \
print(minv if int(env['MATRIX_CUDA_VERSION']) < 120 else maxv)" \
)
# detect if we're on ARM
if [ "$(uname -m)" = "aarch64" ] || [ "$(uname -m)" = "arm64" ]; then
PLAT=linux_aarch64
else
PLAT=manylinux_2_27_x86_64.manylinux_2_28_x86_64
fi
echo "PLAT=$PLAT" >> $GITHUB_ENV
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${TORCH_CUDA_VERSION}
# Can't use --no-deps because we need cudnn etc.
# Hard-coding this version of pytorch-triton for torch 2.9.0.dev20250904
pip install jinja2
TRITON_URL=https://download.pytorch.org/whl/nightly/pytorch_triton-3.4.0%2Bgitf7888497-cp${MATRIX_PYTHON_VERSION}-cp${MATRIX_PYTHON_VERSION}-${PLAT}.whl
TORCH_URL=https://download.pytorch.org/whl/nightly/cu${TORCH_CUDA_VERSION}/torch-${{ inputs.torch-version }}%2Bcu${TORCH_CUDA_VERSION}-cp${MATRIX_PYTHON_VERSION}-cp${MATRIX_PYTHON_VERSION}-manylinux_2_28_$(uname -m).whl
pip install --no-cache-dir --pre "${TRITON_URL}"
pip install --no-cache-dir --pre "${TORCH_URL}"
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 FLASH_DMATTN_FORCE_BUILD="TRUE"
export FLASH_DMATTN_FORCE_CXX11_ABI=${{ inputs.cxx11_abi }}

# 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/*
Comment on lines +216 to +225
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Copilot AI Sep 8, 2025

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The actions/upload-release-asset@v1 action is deprecated. Consider using softprops/action-gh-release which can handle both release creation and asset uploading.

Suggested change
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: ${{env.wheel_name}}
asset_content_type: application/*
if: inputs.upload-to-release
uses: softprops/action-gh-release@v1
with:
files: ./dist/${{env.wheel_name}}
tag_name: ${{ inputs.release-version }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

Copilot uses AI. Check for mistakes.
47 changes: 47 additions & 0 deletions .github/workflows/build.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,47 @@
name: Build wheels

on:
workflow_dispatch:
inputs:
runs-on:
description: "The runner to use for the build"
required: true
type: string
default: ubuntu-22.04
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: "Enable torch flag C++11 ABI (TRUE/FALSE)"
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

jobs:
build-wheels:
uses: ./.github/workflows/_build.yml
with:
runs-on: ${{ inputs.runs-on }}
python-version: ${{ inputs.python-version }}
cuda-version: ${{ inputs.cuda-version }}
torch-version: ${{ inputs.torch-version }}
cxx11_abi: ${{ inputs.cxx11_abi }}
upload-to-release: ${{ inputs.upload-to-release }}
release-version: ${{ inputs.release-version }}
96 changes: 96 additions & 0 deletions .github/workflows/publish.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,96 @@
# This workflow will:
# - Create a new Github release
# - Build wheels for supported architectures
# - Deploy the wheels to the Github release
# - Release the static code to PyPi
# For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries

name: Build wheels and deploy

on:
create:
tags:
- v*

jobs:
setup_release:
name: Create Release
runs-on: ubuntu-latest
outputs:
release-version: ${{ steps.extract_branch.outputs.branch }}
steps:
- name: Get the tag version
id: extract_branch
run: echo ::set-output name=branch::${GITHUB_REF#refs/tags/}
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The ::set-output command is deprecated. Use echo "branch=${GITHUB_REF#refs/tags/}" >> $GITHUB_OUTPUT instead.

Suggested change
run: echo ::set-output name=branch::${GITHUB_REF#refs/tags/}
run: echo "branch=${GITHUB_REF#refs/tags/}" >> $GITHUB_OUTPUT

Copilot uses AI. Check for mistakes.
shell: bash
- name: Create Release
id: create_release
uses: actions/create-release@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ steps.extract_branch.outputs.branch }}
release_name: ${{ steps.extract_branch.outputs.branch }}
Comment on lines +28 to +33
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The actions/create-release@v1 action is deprecated. Consider using softprops/action-gh-release or the newer GitHub CLI approach for creating releases.

Suggested change
uses: actions/create-release@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ steps.extract_branch.outputs.branch }}
release_name: ${{ steps.extract_branch.outputs.branch }}
uses: softprops/action-gh-release@v1
with:
tag_name: ${{ steps.extract_branch.outputs.branch }}
name: ${{ steps.extract_branch.outputs.branch }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

Copilot uses AI. Check for mistakes.

build_wheels:
name: Build Wheel
needs: setup_release
strategy:
fail-fast: false
matrix:
# Using ubuntu-22.04 instead of 24.04 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-22.04, ubuntu-22.04-arm]
python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
torch-version: ["2.4.0", "2.5.1", "2.6.0", "2.7.1", "2.8.0"]
cuda-version: ["12.9.1"]
# We need separate wheels that either uses C++11 ABI (-D_GLIBCXX_USE_CXX11_ABI) or not.
# Pytorch wheels currently don't use it, but nvcr images have Pytorch compiled with C++11 ABI.
# Without this we get import error (undefined symbol: _ZN3c105ErrorC2ENS_14SourceLocationESs)
# when building without C++11 ABI and using it on nvcr images.
cxx11_abi: ["FALSE", "TRUE"]
include:
- torch-version: "2.9.0.dev20250904"
cuda-version: "13.0"
exclude:
# see https://github.com/pytorch/pytorch/blob/main/RELEASE.md#release-compatibility-matrix
# Pytorch < 2.5 does not support Python 3.13
- torch-version: "2.4.0"
python-version: "3.13"
uses: ./.github/workflows/_build.yml
with:
runs-on: ${{ matrix.os }}
python-version: ${{ matrix.python-version }}
cuda-version: ${{ matrix.cuda-version }}
torch-version: ${{ matrix.torch-version }}
cxx11_abi: ${{ matrix.cxx11_abi }}
release-version: ${{ needs.setup_release.outputs.release-version }}
upload-to-release: true

publish_package:
name: Publish package
needs: [build_wheels]
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with:
python-version: "3.10"
- name: Install dependencies
run: |
pip install ninja packaging wheel twine
# Install latest setuptools with support for pypi metadata 2.2 (improved compat w/ uv)
pip install setuptools==75.8.0
# We don't want to download anything CUDA-related here
pip install torch --index-url https://download.pytorch.org/whl/cpu
- name: Build core package
env:
FLASH_DMATTN_SKIP_CUDA_BUILD: "TRUE"
run: |
python setup.py sdist --dist-dir=dist
- name: Deploy
env:
TWINE_USERNAME: "__token__"
TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
run: |
python -m twine upload dist/*
6 changes: 3 additions & 3 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -40,9 +40,9 @@ classifiers = [
]

[project.urls]
Homepage = "https://github.com/SmallDoge/flash-dmattn"
Source = "https://github.com/SmallDoge/flash-dmattn"
Issues = "https://github.com/SmallDoge/flash-dmattn/issues"
Homepage = "https://github.com/SmallDoges/flash-dmattn"
Source = "https://github.com/SmallDoges/flash-dmattn"
Issues = "https://github.com/SmallDoges/flash-dmattn/issues"

[project.optional-dependencies]
triton = [
Expand Down