Files
flash-attention-prebuild-wh…/.github/workflows/build.yml
T
2025-05-27 13:43:22 +09:00

503 lines
19 KiB
YAML

name: Build wheels and upload to GitHub Releases
on:
push:
tags:
- "v*"
jobs:
create_releases:
name: Create Releases
runs-on: ubuntu-latest
steps:
- name: Get the tag version
id: extract_branch
run: echo "branch=${GITHUB_REF#refs/tags/}" >> $GITHUB_OUTPUT
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 }}
body: |
## Windows x86_64
| Flash-Attention | Python | PyTorch | CUDA |
| --- | --- | --- | --- |
| 2.6.3 | 3.11 | 2.6.0 | 12.6.3 |
# #########################################################
# Build wheels with GitHub hosted runner
# #########################################################
build_wheels:
name: Build wheels and Upload
needs: create_releases
runs-on: ubuntu-22.04
env:
DEBIAN_FRONTEND: noninteractive
TERM: xterm-256color
timeout-minutes: 1000
strategy:
fail-fast: false
matrix:
# flash-attn-version: ["2.4.3", "2.5.9", "2.6.3"]
# python-version: ["3.10", "3.11", "3.12"]
# torch-version: ["2.8.0.dev20250523"]
# # https://developer.nvidia.com/cuda-toolkit-archive
# cuda-version: ["12.8.1"]
flash-attn-version: []
python-version: []
torch-version: []
# https://developer.nvidia.com/cuda-toolkit-archive
cuda-version: []
exclude:
# torch < 2.2 does not support Python 3.12
- python-version: "3.12"
torch-version: "2.0.1"
- python-version: "3.12"
torch-version: "2.1.2"
# torch 2.0.1 does not support CUDA 12.x
- torch-version: "2.0.1"
cuda-version: "12.1.1"
- torch-version: "2.0.1"
cuda-version: "12.4.1"
- torch-version: "2.0.1"
cuda-version: "12.6.3"
- torch-version: "2.0.1"
cuda-version: "12.8.1"
# torch 2.7.0 does not support CUDA 12.4
- torch-version: "2.7.0"
cuda-version: "12.4.1"
steps:
- uses: actions/checkout@v4
- name: Maximize build space
run: |
df -h
echo "-----------------------------"
sudo rm -rf /usr/share/dotnet
sudo rm -rf /usr/local/lib/android
sudo rm -rf /opt/ghc
sudo rm -rf /opt/hostedtoolcache/CodeQL
df -h
- name: Set Swap Space
uses: pierotofy/set-swap-space@master
with:
swap-size-gb: 48
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: Jimver/cuda-toolkit@master
with:
cuda: ${{ matrix.cuda-version }}
linux-local-args: '["--toolkit"]'
method: "network"
- name: Set CUDA and PyTorch versions
run: |
echo "MATRIX_CUDA_VERSION=$(echo ${{ matrix.cuda-version }} | awk -F \. {'print $1 $2'})" >> $GITHUB_ENV
echo "MATRIX_TORCH_VERSION=$(echo ${{ matrix.torch-version }} | awk -F \. {'print $1 "." $2'})" >> $GITHUB_ENV
- name: Install build dependencies
run: |
sudo apt install -y ninja-build clang
pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil
- name: Install PyTorch ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }}
run: |
export TORCH_CUDA_VERSION=$(python -c "from os import environ as env; \
support_cuda_versions = { \
'2.0': [117, 118], \
'2.1': [118, 121], \
'2.2': [118, 121], \
'2.3': [118, 121], \
'2.4': [118, 121, 124], \
'2.5': [118, 121, 124], \
'2.6': [118, 124, 126], \
'2.7': [118, 126, 128], \
'2.8': [128], \
}; \
target_cuda_versions = support_cuda_versions[env['MATRIX_TORCH_VERSION']]; \
cuda_version = int(env['MATRIX_CUDA_VERSION']); \
closest_version = min(target_cuda_versions, key=lambda x: abs(x - cuda_version)); \
print(closest_version) \
")
if [[ ${{ matrix.torch-version }} == *"dev"* ]]; then
pip install --pre torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/nightly/cu${TORCH_CUDA_VERSION}
else
pip install --no-cache-dir torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/cu${TORCH_CUDA_VERSION}
fi
nvcc --version
python -V
python -c "import torch; print('PyTorch:', torch.__version__)"
python -c "import torch; print('CUDA:', torch.version.cuda)"
python -c "from torch.utils import cpp_extension; print(cpp_extension.CUDA_HOME)"
- name: Checkout flash-attn
run: |
git clone https://github.com/Dao-AILab/flash-attention.git -b "v${{ matrix.flash-attn-version }}"
- name: Build wheels
timeout-minutes: 800
run: |
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
export MAX_JOBS=2
export NVCC_THREADS=2
export FLASH_ATTENTION_FORCE_BUILD=TRUE
cd flash-attention
python setup.py bdist_wheel --dist-dir=dist
base_wheel_name=$(basename $(ls dist/*.whl | head -n 1))
wheel_name=$(echo $base_wheel_name | sed "s/${{ matrix.flash-attn-version }}/${{ matrix.flash-attn-version }}+cu${{ env.MATRIX_CUDA_VERSION }}torch${{ env.MATRIX_TORCH_VERSION }}/")
mv dist/$base_wheel_name dist/$wheel_name
echo "wheel_name=$wheel_name" >> $GITHUB_ENV
- name: Install Test
run: |
pip install flash-attention/dist/${{ env.wheel_name }}
python -c "import flash_attn; print(flash_attn.__version__)"
- name: Get the tag version
id: extract_branch
run: echo "branch=${GITHUB_REF#refs/tags/}" >> $GITHUB_OUTPUT
- name: Get Release with Tag
id: get_release
uses: joutvhu/get-release@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ steps.extract_branch.outputs.branch }}
- name: Upload Release Asset
uses: actions/upload-release-asset@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
upload_url: ${{ steps.get_release.outputs.upload_url }}
asset_path: flash-attention/dist/${{ env.wheel_name }}
asset_name: ${{ env.wheel_name }}
asset_content_type: application/*
# #########################################################
# Build wheels with self-hosted runner
# #########################################################
build_wheels_self_hosted:
name: Build wheels and Upload
needs: create_releases
runs-on: self-hosted
container:
image: ubuntu:22.04
defaults:
run:
shell: bash
env:
DEBIAN_FRONTEND: noninteractive
TERM: xterm-256color
timeout-minutes: 1000
strategy:
fail-fast: false
matrix:
# flash-attn-version: ["2.7.4"]
# python-version: ["3.10", "3.11", "3.12"]
# torch-version: ["2.8.0.dev20250523"]
# https://developer.nvidia.com/cuda-toolkit-archive
# cuda-version: ["12.8.1"]
flash-attn-version: []
python-version: []
torch-version: []
cuda-version: []
exclude:
# torch < 2.2 does not support Python 3.12
- python-version: "3.12"
torch-version: "2.0.1"
- python-version: "3.12"
torch-version: "2.1.2"
# torch 2.0.1 does not support CUDA 12.x
- torch-version: "2.0.1"
cuda-version: "12.1.1"
- torch-version: "2.0.1"
cuda-version: "12.4.1"
- torch-version: "2.0.1"
cuda-version: "12.6.3"
- torch-version: "2.0.1"
cuda-version: "12.8.1"
# torch 2.7.0 does not support CUDA 12.4
- torch-version: "2.7.0"
cuda-version: "12.4.1"
steps:
- name: Install tools
run: |
apt-get update && apt-get install -y --no-install-recommends \
curl \
ca-certificates \
sudo \
software-properties-common \
wget \
unzip \
zip \
git \
build-essential \
gcc \
g++ \
clang \
ninja-build \
keyboard-configuration
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: Jimver/cuda-toolkit@master
env:
DEBIAN_FRONTEND: noninteractive
with:
cuda: ${{ matrix.cuda-version }}
linux-local-args: '["--toolkit"]'
method: "network"
- name: Set CUDA and PyTorch versions
run: |
echo "MATRIX_CUDA_VERSION=$(echo ${{ matrix.cuda-version }} | awk -F \. {'print $1 $2'})" >> $GITHUB_ENV
echo "MATRIX_TORCH_VERSION=$(echo ${{ matrix.torch-version }} | awk -F \. {'print $1 "." $2'})" >> $GITHUB_ENV
shell: bash
- name: Install build dependencies
run: |
sudo apt install -y ninja-build clang
pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil
- name: Install PyTorch ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }}
shell: bash
run: |
export TORCH_CUDA_VERSION=$(python -c "from os import environ as env; \
support_cuda_versions = { \
'2.0': [117, 118], \
'2.1': [118, 121], \
'2.2': [118, 121], \
'2.3': [118, 121], \
'2.4': [118, 121, 124], \
'2.5': [118, 121, 124], \
'2.6': [118, 124, 126], \
'2.7': [118, 126, 128], \
'2.8': [128], \
}; \
target_cuda_versions = support_cuda_versions[env['MATRIX_TORCH_VERSION']]; \
cuda_version = int(env['MATRIX_CUDA_VERSION']); \
closest_version = min(target_cuda_versions, key=lambda x: abs(x - cuda_version)); \
print(closest_version) \
")
if [[ ${{ matrix.torch-version }} == *"dev"* ]]; then
pip install --pre --force-reinstall --no-cache-dir torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/nightly/cu${TORCH_CUDA_VERSION}
else
pip install --force-reinstall --no-cache-dir torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/cu${TORCH_CUDA_VERSION}
fi
nvcc --version
python -V
python -c "import torch; print('PyTorch:', torch.__version__)"
python -c "import torch; print('CUDA:', torch.version.cuda)"
python -c "from torch.utils import cpp_extension; print(cpp_extension.CUDA_HOME)"
- name: Checkout flash-attn
run: |
git clone https://github.com/Dao-AILab/flash-attention.git -b "v${{ matrix.flash-attn-version }}"
- name: Build wheels
timeout-minutes: 800
shell: bash
run: |
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
export MAX_JOBS=2
export NVCC_THREADS=4
export FLASH_ATTENTION_FORCE_BUILD=TRUE
cd flash-attention
python setup.py bdist_wheel --dist-dir=dist
base_wheel_name=$(basename $(ls dist/*.whl | head -n 1))
wheel_name=$(echo $base_wheel_name | sed "s/${{ matrix.flash-attn-version }}/${{ matrix.flash-attn-version }}+cu${{ env.MATRIX_CUDA_VERSION }}torch${{ env.MATRIX_TORCH_VERSION }}/")
mv dist/$base_wheel_name dist/$wheel_name
echo "wheel_name=$wheel_name" >> $GITHUB_ENV
- name: Install Test
run: |
pip install flash-attention/dist/${{ env.wheel_name }}
python -c "import flash_attn; print(flash_attn.__version__)"
- name: Get the tag version
id: extract_branch
shell: bash
run: echo "branch=${GITHUB_REF#refs/tags/}" >> $GITHUB_OUTPUT
- name: Get Release with Tag
id: get_release
uses: joutvhu/get-release@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ steps.extract_branch.outputs.branch }}
- name: Upload Release Asset
uses: actions/upload-release-asset@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
upload_url: ${{ steps.get_release.outputs.upload_url }}
asset_path: flash-attention/dist/${{ env.wheel_name }}
asset_name: ${{ env.wheel_name }}
asset_content_type: application/*
- name: Clean up
if: always()
run: |
sudo rm -rf /opt/hostedtoolcache/Python/${{ matrix.python-version }}*
build_windows_wheels:
name: Build wheels and Upload
runs-on: windows-latest
timeout-minutes: 1000
strategy:
fail-fast: false
matrix:
flash-attn-version: ["2.6.3"]
python-version: ["3.11"]
torch-version: ["2.6.0"]
# https://developer.nvidia.com/cuda-toolkit-archive
cuda-version: ["12.6.3"]
exclude:
# torch < 2.2 does not support Python 3.12
- python-version: "3.12"
torch-version: "2.0.1"
- python-version: "3.12"
torch-version: "2.1.2"
# torch 2.0.1 does not support CUDA 12.x
- torch-version: "2.0.1"
cuda-version: "12.1.1"
- torch-version: "2.0.1"
cuda-version: "12.4.1"
- torch-version: "2.0.1"
cuda-version: "12.6.3"
- torch-version: "2.0.1"
cuda-version: "12.8.1"
# torch 2.7.0 does not support CUDA 12.4
- torch-version: "2.7.0"
cuda-version: "12.4.1"
steps:
- uses: actions/checkout@v4
- name: Enable Git long paths
run: git config --system core.longpaths true
shell: pwsh
- name: Install VS2022 BuildTools 17.9.7
run: choco install -y visualstudio2022buildtools --version=117.9.7.0 --params "--add Microsoft.VisualStudio.Component.VC.Tools.x86.x64 --installChannelUri https://aka.ms/vs/17/release/180911598_-255012421/channel"
shell: pwsh
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: Jimver/cuda-toolkit@master
with:
cuda: ${{ matrix.cuda-version }}
method: "network"
- name: Set CUDA and PyTorch versions
run: |
$cudaVersion = "${{ matrix.cuda-version }}" -replace '\.', ''
$cudaVersion = $cudaVersion.Substring(0, [Math]::Min(3, $cudaVersion.Length))
echo "MATRIX_CUDA_VERSION=$cudaVersion" >> $env:GITHUB_ENV
$torchVersion = "${{ matrix.torch-version }}" -replace '^(\d+\.\d+).*', '$1'
echo "MATRIX_TORCH_VERSION=$torchVersion" >> $env:GITHUB_ENV
shell: pwsh
- name: Install build dependencies
run: |
pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil ninja
shell: pwsh
- name: Install PyTorch ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }}
run: |
$env:TORCH_CUDA_VERSION = python -c "from os import environ as env; support_cuda_versions = { '2.0': [117, 118], '2.1': [118, 121], '2.2': [118, 121], '2.3': [118, 121], '2.4': [118, 121, 124], '2.5': [118, 121, 124], '2.6': [118, 124, 126], '2.7': [118, 126, 128], '2.8': [128], }; target_cuda_versions = support_cuda_versions[env['MATRIX_TORCH_VERSION']]; cuda_version = int(env['MATRIX_CUDA_VERSION']); closest_version = min(target_cuda_versions, key=lambda x: abs(x - cuda_version)); print(closest_version)"
if ("${{ matrix.torch-version }}" -like "*dev*") {
pip install --pre torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/nightly/cu$env:TORCH_CUDA_VERSION
} else {
pip install --no-cache-dir torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/cu$env:TORCH_CUDA_VERSION
}
nvcc --version
python -V
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)"
shell: pwsh
- name: Checkout flash-attn
run: |
git clone https://github.com/Dao-AILab/flash-attention.git -b "v${{ matrix.flash-attn-version }}"
shell: pwsh
- name: Build wheels
timeout-minutes: 800
run: |
Import-Module 'C:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\Common7\Tools\Microsoft.VisualStudio.DevShell.dll'
Enter-VsDevShell -VsInstallPath 'C:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools' -DevCmdArguments '-arch=x64 -host_arch=x64'
$env:DISTUTILS_USE_SDK = 1
$env:BUILD_TARGET = "cuda"
$env:MAX_JOBS = "2"
$env:NVCC_THREADS = "2"
$env:FLASH_ATTENTION_FORCE_BUILD = "TRUE"
cd flash-attention
python setup.py bdist_wheel --dist-dir=dist
$baseWheelName = Get-ChildItem -Path "dist\*.whl" | Select-Object -First 1 | ForEach-Object { $_.Name }
$wheelName = $baseWheelName.Replace("${{ matrix.flash-attn-version }}", "${{ matrix.flash-attn-version }}+cu$env:MATRIX_CUDA_VERSION" + "torch$env:MATRIX_TORCH_VERSION")
Move-Item "dist\$baseWheelName" "dist\$wheelName"
echo "wheel_name=$wheelName" >> $env:GITHUB_ENV
shell: pwsh
- name: Install Test
run: |
pip install flash-attention/dist/$env:wheel_name
python -c "import flash_attn; print(flash_attn.__version__)"
shell: pwsh
- name: Get the tag version
id: extract_branch
shell: bash
run: echo "branch=${GITHUB_REF#refs/tags/}" >> $GITHUB_OUTPUT
- name: Get Release with Tag
id: get_release
uses: joutvhu/get-release@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ steps.extract_branch.outputs.branch }}
- name: Upload Release Asset
uses: actions/upload-release-asset@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
upload_url: ${{ steps.get_release.outputs.upload_url }}
asset_path: flash-attention/dist/${{ env.wheel_name }}
asset_name: ${{ env.wheel_name }}
asset_content_type: application/*