[WIP] refactor windows build

This commit is contained in:
Junya Morioka
2025-06-11 18:49:08 +09:00
parent 6d89da4ccd
commit c48bbd4641
3 changed files with 276 additions and 284 deletions
+183 -203
View File
@@ -32,112 +32,110 @@ jobs:
# #########################################################
# Build wheels with GitHub hosted runner
# #########################################################
# build_wheels:
# name: Build wheels and Upload (Linux x86_64, GitHub hosted runner)
# 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: ["2.7.1"]
# # # https://developer.nvidia.com/cuda-toolkit-archive
# cuda-version: ["12.8.1"]
# 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
build_wheels:
name: Build wheels and Upload (Linux x86_64, GitHub hosted runner)
needs: create_releases
runs-on: ubuntu-22.04
env:
DEBIAN_FRONTEND: noninteractive
TERM: xterm-256color
MAX_JOBS: 2
NVCC_THREADS: 2
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: ["2.7.1"]
# # https://developer.nvidia.com/cuda-toolkit-archive
cuda-version: ["12.8.1"]
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: 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
- 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: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
# - uses: Jimver/cuda-toolkit@master
# with:
# cuda: ${{ matrix.cuda-version }}
# sub-packages: '["nvcc", "toolkit"]'
# method: "network"
# use-github-cache: false
# use-local-cache: false
- uses: Jimver/cuda-toolkit@master
with:
cuda: ${{ matrix.cuda-version }}
sub-packages: '["nvcc", "toolkit"]'
method: "network"
use-github-cache: false
use-local-cache: false
# - name: Install build dependencies
# run: |
# sudo apt install -y ninja-build clang
# pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil
- name: Install build dependencies
run: |
sudo apt install -y ninja-build clang
pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil
# - name: Set environment variables
# run: |
# export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH
# export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH
# export MAX_JOBS=2
# export NVCC_THREADS=2
- name: Set environment variables
run: |
export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH
export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH
# - name: Build wheels
# timeout-minutes: 800
# run: |
# chmod +x build_linux.sh
# ./build_linux.sh ${{ matrix.flash-attn-version }} ${{ matrix.python-version }} ${{ matrix.torch-version }} ${{ matrix.cuda-version }}
# wheel_name=$(basename $(ls flash-attention/dist/*.whl | head -n 1))
# echo "wheel_name=$wheel_name" >> $GITHUB_ENV
- name: Build wheels
run: |
chmod +x build_linux.sh
./build_linux.sh ${{ matrix.flash-attn-version }} ${{ matrix.python-version }} ${{ matrix.torch-version }} ${{ matrix.cuda-version }}
wheel_name=$(basename $(ls flash-attention/dist/*.whl | head -n 1))
echo "wheel_name=$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: Install Test
run: |
pip install flash-attention/dist/${{ env.wheel_name }}
python -c "import flash_attn; print(flash_attn.__version__)"
# - name: Upload Release Asset
# env:
# GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
# run: |
# tag_name=${{ github.ref_name }}
# wheel_path="flash-attention/dist/${{ env.wheel_name }}"
- name: Upload Release Asset
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: |
tag_name=${{ github.ref_name }}
wheel_path="flash-attention/dist/${{ env.wheel_name }}"
# # Check if the file exists
# if [ ! -f "$wheel_path" ]; then
# echo "Error: Wheel file not found at $wheel_path"
# exit 1
# fi
# Check if the file exists
if [ ! -f "$wheel_path" ]; then
echo "Error: Wheel file not found at $wheel_path"
exit 1
fi
# # Upload the release asset using GitHub CLI
# gh release upload "$tag_name" "$wheel_path" --clobber
# Upload the release asset using GitHub CLI
gh release upload "$tag_name" "$wheel_path" --clobber
# echo "Successfully uploaded $wheel_name to release $tag_name"
echo "Successfully uploaded $wheel_name to release $tag_name"
# #########################################################
# Build wheels with self-hosted runner
@@ -154,6 +152,8 @@ jobs:
env:
DEBIAN_FRONTEND: noninteractive
TERM: xterm-256color
MAX_JOBS: 2
NVCC_THREADS: 2
timeout-minutes: 1000
strategy:
fail-fast: false
@@ -243,8 +243,6 @@ jobs:
run: |
export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH
export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH
export MAX_JOBS=2
export NVCC_THREADS=2
- name: Build wheels
timeout-minutes: 800
@@ -286,122 +284,104 @@ jobs:
run: |
sudo rm -rf /opt/hostedtoolcache/Python/${{ matrix.python-version }}*
# build_windows_wheels:
# name: Build wheels and Upload (Windows x86_64, GitHub hosted runner)
# runs-on: windows-latest
# timeout-minutes: 1000
# strategy:
# fail-fast: false
# matrix:
# flash-attn-version: ["2.5.9", "2.6.3", "2.7.4"]
# python-version: ["3.10", "3.11", "3.12"]
# torch-version: ["2.4.1", "2.5.1", "2.6.0", "2.7.1"]
# # https://developer.nvidia.com/cuda-toolkit-archive
# # CUDA 11.8 cannot build flash-attn.
# # https://github.com/Dao-AILab/flash-attention/issues/595
# cuda-version: ["12.4.1", "12.8.1"]
# steps:
# - uses: actions/checkout@v4
build_windows_wheels:
name: Build wheels and Upload (Windows x86_64, GitHub hosted runner)
runs-on: windows-latest
timeout-minutes: 1000
env:
MAX_JOBS: 2
NVCC_THREADS: 2
strategy:
fail-fast: false
matrix:
flash-attn-version: ["2.5.9", "2.6.3", "2.7.4"]
python-version: ["3.10", "3.11", "3.12"]
torch-version: ["2.4.1", "2.5.1", "2.6.0", "2.7.1"]
# https://developer.nvidia.com/cuda-toolkit-archive
# CUDA 11.8 cannot build flash-attn.
# https://github.com/Dao-AILab/flash-attention/issues/595
cuda-version: ["12.4.1", "12.8.1"]
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: Enable Git long paths
shell: pwsh
run: git config --system core.longpaths true
# - name: Install VS2022 BuildTools
# run: |
# choco install -y visualstudio2022buildtools `
# --version=117.14.1 `
# --params "--add Microsoft.VisualStudio.Component.VC.Tools.x86.x64"
# shell: pwsh
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
# - uses: actions/setup-python@v5
# with:
# python-version: ${{ matrix.python-version }}
- uses: Jimver/cuda-toolkit@v0.2.24
with:
cuda: ${{ matrix.cuda-version }}
method: "network"
use-github-cache: false
use-local-cache: false
# - uses: Jimver/cuda-toolkit@v0.2.24
# with:
# cuda: ${{ matrix.cuda-version }}
# method: "network"
# use-github-cache: false
# use-local-cache: false
- name: Install VS2022 BuildTools
shell: pwsh
run: |
choco install -y visualstudio2022buildtools `
--version=117.14.1 `
--params "--add Microsoft.VisualStudio.Component.VC.Tools.x86.x64"
# - 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" >> $env:GITHUB_ENV
# shell: pwsh
- name: Install build dependencies
shell: pwsh
run: |
pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil ninja
# - name: Install build dependencies
# run: |
# pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil ninja
# shell: pwsh
- name: Build wheels
shell: pwsh
run: |
.\build_windows.ps1 -FlashAttnVersion "${{ matrix.flash-attn-version }}" -PythonVersion "${{ matrix.python-version }}" -TorchVersion "${{ matrix.torch-version }}" -CudaVersion "${{ matrix.cuda-version }}"
$wheelName = Get-ChildItem -Path "flash-attention\dist\*.whl" | Select-Object -First 1 | ForEach-Object { $_.Name }
echo "wheel_name=$wheelName" >> $env:GITHUB_ENV
# - name: Install PyTorch ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }}
# run: |
# $env:TORCH_CUDA_VERSION = python -c "from os import environ as env; support_cuda_versions = { '2.1': [121], '2.2': [121], '2.3': [121], '2.4': [121, 124], '2.5': [121, 124], '2.6': [124, 126], '2.7': [126, 128], '2.8': [128], }; target_cuda_versions = support_cuda_versions[env['MATRIX_TORCH_VERSION']]; cuda_version = int(env['MATRIX_CUDA_VERSION']); closest_version = min(target_cuda_versions, key=lambda x: abs(x - cuda_version)); print(closest_version)"
- name: Install Test
shell: pwsh
run: |
pip install flash-attention/dist/$env:wheel_name
python -c "import flash_attn; print(flash_attn.__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
# }
- name: Upload Release Asset
shell: pwsh
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: |
$tag_name = "${env:GITHUB_REF}".Replace("refs/tags/", "")
$wheel_path = "flash-attention/dist/$env:wheel_name"
# 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
# Check if the file exists
if (-not (Test-Path $wheel_path)) {
$tag_name = "${env:GITHUB_REF}".Replace("refs/tags/", "")
$wheel_path = "flash-attention/dist/$env:wheel_name"
# - name: Checkout flash-attn
# run: |
# git clone https://github.com/Dao-AILab/flash-attention.git -b "v${{ matrix.flash-attn-version }}"
# shell: pwsh
# Check if the file exists
if (-not (Test-Path $wheel_path)) {
Write-Host "Error: Wheel file not found at $wheel_path"
exit 1
}
# - 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
# $env:BUILD_TARGET = "cuda"
# Upload the release asset using GitHub CLI
gh release upload "$tag_name" "$wheel_path" --clobber
# $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: Upload Release Asset
# env:
# GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
# run: |
# $tag_name = "${env:GITHUB_REF}".Replace("refs/tags/", "")
# $wheel_path = "flash-attention/dist/$env:wheel_name"
# # Check if the file exists
# if (-not (Test-Path $wheel_path)) {
# Write-Host "Error: Wheel file not found at $wheel_path"
# exit 1
# }
# # Upload the release asset using GitHub CLI
# gh release upload "$tag_name" "$wheel_path" --clobber
# Write-Host "Successfully uploaded $env:wheel_name to release $tag_name"
# shell: pwsh
Write-Host "Successfully uploaded $env:wheel_name to release $tag_name"
+22 -81
View File
@@ -1,118 +1,59 @@
# Ref: https://github.com/Foul-Tarnished/flash-attention/blob/main/.github/workflows/build-wheels.yml
name: "Test Windows build"
on:
workflow_dispatch:
jobs:
build_wheels:
name: Build wheels and Upload
build_windows_wheels:
name: Build wheels and Upload (Windows x86_64, GitHub hosted runner)
runs-on: windows-latest
timeout-minutes: 1000
env:
MAX_JOBS: 2
NVCC_THREADS: 2
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"
torch-version: ["2.7.1"]
cuda-version: ["12.4.1"]
steps:
- uses: actions/checkout@v4
- name: Enable Git long paths
shell: pwsh
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
- uses: Jimver/cuda-toolkit@v0.2.24
with:
cuda: ${{ matrix.cuda-version }}
method: "network"
use-github-cache: false
use-local-cache: false
- 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
- name: Install VS2022 BuildTools
shell: pwsh
run: |
choco install -y visualstudio2022buildtools `
--version=117.14.1 `
--params "--add Microsoft.VisualStudio.Component.VC.Tools.x86.x64"
- name: Install build dependencies
shell: pwsh
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" >> $env:GITHUB_ENV
shell: pwsh
run: |
.\build_windows.ps1 -FlashAttnVersion "${{ matrix.flash-attn-version }}" -PythonVersion "${{ matrix.python-version }}" -TorchVersion "${{ matrix.torch-version }}" -CudaVersion "${{ matrix.cuda-version }}"
$wheelName = Get-ChildItem -Path "flash-attention\dist\*.whl" | Select-Object -First 1 | ForEach-Object { $_.Name }
echo "wheel_name=$wheelName" >> $env:GITHUB_ENV
- name: Install Test
shell: pwsh
run: |
pip install flash-attention/dist/$env:wheel_name
python -c "import flash_attn; print(flash_attn.__version__)"
shell: pwsh
+71
View File
@@ -0,0 +1,71 @@
param(
[Parameter(Mandatory=$true)]
[string]$FlashAttnVersion,
[Parameter(Mandatory=$true)]
[string]$PythonVersion,
[Parameter(Mandatory=$true)]
[string]$TorchVersion,
[Parameter(Mandatory=$true)]
[string]$CudaVersion
)
# Error handling
$ErrorActionPreference = "Stop"
Write-Host "Building Flash Attention with parameters:"
Write-Host " Flash-Attention: $FlashAttnVersion"
Write-Host " Python: $PythonVersion"
Write-Host " PyTorch: $TorchVersion"
Write-Host " CUDA: $CudaVersion"
# Set CUDA and PyTorch versions
$CudaVersionClean = $CudaVersion -replace '\.', ''
$MatrixCudaVersion = $CudaVersionClean.Substring(0, [Math]::Min(3, $CudaVersionClean.Length))
$MatrixTorchVersion = $TorchVersion -replace '^(\d+\.\d+).*', '$1'
Write-Host "Derived versions:"
Write-Host " CUDA Matrix: $MatrixCudaVersion"
Write-Host " Torch Matrix: $MatrixTorchVersion"
# Install PyTorch
Write-Host "Installing PyTorch $TorchVersion+cu$CudaVersion..."
$env:TORCH_CUDA_VERSION = python -c "from os import environ as env; support_cuda_versions = { '2.1': [121], '2.2': [121], '2.3': [121], '2.4': [121, 124], '2.5': [121, 124], '2.6': [124, 126], '2.7': [126, 128], '2.8': [128], }; target_cuda_versions = support_cuda_versions['$MatrixTorchVersion']; cuda_version = int('$MatrixCudaVersion'); closest_version = min(target_cuda_versions, key=lambda x: abs(x - cuda_version)); print(closest_version)"
if ($TorchVersion -like "*dev*") {
pip install --pre torch=$TorchVersion --index-url https://download.pytorch.org/whl/nightly/cu$env:TORCH_CUDA_VERSION
} else {
pip install --no-cache-dir torch=$TorchVersion --index-url https://download.pytorch.org/whl/cu$env:TORCH_CUDA_VERSION
}
# Verify installation
Write-Host "Verifying installations..."
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)"
# Checkout flash-attn
Write-Host "Checking out flash-attention v$FlashAttnVersion..."
git clone https://github.com/Dao-AILab/flash-attention.git -b "v$FlashAttnVersion"
# Build wheels
Write-Host "Building wheels..."
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"
# Use environment variables from workflow if available, otherwise use defaults
if (-not $env:MAX_JOBS) { $env:MAX_JOBS = "2" }
if (-not $env:NVCC_THREADS) { $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 = $baseWheelName.Replace($FlashAttnVersion, "$FlashAttnVersion+cu$MatrixCudaVersion" + "torch$MatrixTorchVersion")
Move-Item "dist\$baseWheelName" "dist\$wheelName"
Write-Host "Built wheel: $wheelName"