mirror of
https://github.com/BillyOutlast/flash-attention-prebuild-wheels-rocm.git
synced 2026-07-01 01:27:54 -04:00
408 lines
14 KiB
YAML
408 lines
14 KiB
YAML
name: Build wheels and upload to GitHub Releases
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on:
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push:
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tags:
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- "v*"
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jobs:
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create_releases:
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name: Create Releases
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Create Release
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env:
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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gh release create "${{ github.ref_name }}" \
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--title "${{ github.ref_name }}" \
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--notes "## Linux x86_64
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| Flash-Attention | Python | PyTorch | CUDA |
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| --- | --- | --- | --- |
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| 2.4.3, 2.5.9, 2.6.3, 2.7.4 | 3.10, 3.11, 3.12 | 2.7.1 | 12.8.1 |
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## Windows x86_64
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| Flash-Attention | Python | PyTorch | CUDA |
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| --- | --- | --- | --- |
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| 2.5.9, 2.6.3, 2.7.4 | 3.10, 3.11, 3.12 | 2.4.1, 2.5.1, 2.6.0, 2.7.1 | 12.4.1, 12.8.1 |"
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# #########################################################
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# Build wheels with GitHub hosted runner
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# #########################################################
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build_wheels:
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name: Build wheels and Upload
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needs: create_releases
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runs-on: ubuntu-22.04
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env:
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DEBIAN_FRONTEND: noninteractive
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TERM: xterm-256color
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timeout-minutes: 1000
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strategy:
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fail-fast: false
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matrix:
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flash-attn-version: ["2.4.3", "2.5.9", "2.6.3"]
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python-version: ["3.10", "3.11", "3.12"]
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torch-version: ["2.7.1"]
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# # https://developer.nvidia.com/cuda-toolkit-archive
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cuda-version: ["12.8.1"]
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exclude:
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# torch < 2.2 does not support Python 3.12
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- python-version: "3.12"
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torch-version: "2.0.1"
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- python-version: "3.12"
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torch-version: "2.1.2"
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# torch 2.0.1 does not support CUDA 12.x
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- torch-version: "2.0.1"
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cuda-version: "12.1.1"
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- torch-version: "2.0.1"
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cuda-version: "12.4.1"
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- torch-version: "2.0.1"
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cuda-version: "12.6.3"
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- torch-version: "2.0.1"
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cuda-version: "12.8.1"
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# torch 2.7.0 does not support CUDA 12.4
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- torch-version: "2.7.0"
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cuda-version: "12.4.1"
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steps:
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- uses: actions/checkout@v4
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- name: Maximize build space
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run: |
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df -h
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echo "-----------------------------"
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sudo rm -rf /usr/share/dotnet
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sudo rm -rf /usr/local/lib/android
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sudo rm -rf /opt/ghc
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sudo rm -rf /opt/hostedtoolcache/CodeQL
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df -h
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- name: Set Swap Space
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uses: pierotofy/set-swap-space@master
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with:
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swap-size-gb: 48
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- uses: actions/setup-python@v5
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with:
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python-version: ${{ matrix.python-version }}
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- uses: Jimver/cuda-toolkit@master
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with:
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cuda: ${{ matrix.cuda-version }}
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sub-packages: '["nvcc", "toolkit"]'
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method: "network"
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use-github-cache: false
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use-local-cache: false
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- name: Install build dependencies
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run: |
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sudo apt install -y ninja-build clang
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pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil
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- name: Set environment variables
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run: |
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export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH
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export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH
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export MAX_JOBS=2
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export NVCC_THREADS=2
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- name: Build wheels
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timeout-minutes: 800
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run: |
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chmod +x build_linux.sh
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./build_linux.sh ${{ matrix.flash-attn-version }} ${{ matrix.python-version }} ${{ matrix.torch-version }} ${{ matrix.cuda-version }}
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wheel_name=$(basename $(ls flash-attention/dist/*.whl | head -n 1))
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echo "wheel_name=$wheel_name" >> $GITHUB_ENV
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- name: Install Test
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run: |
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pip install flash-attention/dist/${{ env.wheel_name }}
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python -c "import flash_attn; print(flash_attn.__version__)"
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- name: Upload Release Asset
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env:
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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tag_name=${{ github.ref_name }}
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wheel_path="flash-attention/dist/${{ env.wheel_name }}"
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# Check if the file exists
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if [ ! -f "$wheel_path" ]; then
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echo "Error: Wheel file not found at $wheel_path"
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exit 1
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fi
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# Upload the release asset using GitHub CLI
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gh release upload "$tag_name" "$wheel_path" --clobber
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echo "Successfully uploaded $wheel_name to release $tag_name"
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# #########################################################
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# Build wheels with self-hosted runner
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# #########################################################
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build_wheels_self_hosted:
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name: Build wheels and Upload
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needs: create_releases
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runs-on: self-hosted
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container:
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image: ubuntu:22.04
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defaults:
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run:
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shell: bash
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env:
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DEBIAN_FRONTEND: noninteractive
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TERM: xterm-256color
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timeout-minutes: 1000
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strategy:
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fail-fast: false
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matrix:
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flash-attn-version: ["2.7.4"]
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python-version: ["3.10", "3.11", "3.12"]
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torch-version: ["2.7.1"]
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# https://developer.nvidia.com/cuda-toolkit-archive
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cuda-version: ["12.8.1"]
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exclude:
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# torch < 2.2 does not support Python 3.12
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- python-version: "3.12"
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torch-version: "2.0.1"
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- python-version: "3.12"
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torch-version: "2.1.2"
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# torch 2.0.1 does not support CUDA 12.x
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- torch-version: "2.0.1"
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cuda-version: "12.1.1"
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- torch-version: "2.0.1"
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cuda-version: "12.4.1"
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- torch-version: "2.0.1"
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cuda-version: "12.6.3"
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- torch-version: "2.0.1"
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cuda-version: "12.8.1"
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# torch 2.7.0 does not support CUDA 12.4
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- torch-version: "2.7.0"
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cuda-version: "12.4.1"
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steps:
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- name: Install tools
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shell: bash
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run: |
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apt-get update && apt-get install -y --no-install-recommends \
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curl \
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ca-certificates \
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sudo \
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software-properties-common \
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wget \
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unzip \
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zip \
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git \
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build-essential \
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gcc \
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g++ \
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clang \
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ninja-build \
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keyboard-configuration
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- name: Install gh
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shell: bash
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run: |
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sudo mkdir -p -m 755 /etc/apt/keyrings
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out=$(mktemp)
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wget -nv -O$out https://cli.github.com/packages/githubcli-archive-keyring.gpg
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cat $out | sudo tee /etc/apt/keyrings/githubcli-archive-keyring.gpg > /dev/null
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sudo chmod go+r /etc/apt/keyrings/githubcli-archive-keyring.gpg
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echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/githubcli-archive-keyring.gpg] https://cli.github.com/packages stable main" | sudo tee /etc/apt/sources.list.d/github-cli.list > /dev/null
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sudo apt update
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sudo apt install gh -y
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- uses: actions/checkout@v4
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- name: Configure Git safe directory
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shell: bash
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run: |
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git config --global --add safe.directory $(pwd)
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- uses: actions/setup-python@v5
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with:
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python-version: ${{ matrix.python-version }}
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- uses: Jimver/cuda-toolkit@master
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with:
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cuda: ${{ matrix.cuda-version }}
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sub-packages: '["nvcc", "toolkit"]'
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method: "network"
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use-github-cache: false
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use-local-cache: false
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- name: Install build dependencies
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shell: bash
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run: |
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sudo apt install -y ninja-build clang
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pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil
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- name: Set environment variables
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shell: bash
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run: |
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export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH
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export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH
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export MAX_JOBS=2
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export NVCC_THREADS=2
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- name: Build wheels
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timeout-minutes: 800
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shell: bash
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run: |
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chmod +x build_linux.sh
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./build_linux.sh ${{ matrix.flash-attn-version }} ${{ matrix.python-version }} ${{ matrix.torch-version }} ${{ matrix.cuda-version }}
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wheel_name=$(basename $(ls flash-attention/dist/*.whl | head -n 1))
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echo "wheel_name=$wheel_name" >> $GITHUB_ENV
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- name: Install Test
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shell: bash
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run: |
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pip install flash-attention/dist/${{ env.wheel_name }}
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python -c "import flash_attn; print(flash_attn.__version__)"
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- name: Upload Release Asset
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shell: bash
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env:
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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tag_name=${{ github.ref_name }}
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wheel_path="flash-attention/dist/${{ env.wheel_name }}"
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# Check if the file exists
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if [ ! -f "$wheel_path" ]; then
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echo "Error: Wheel file not found at $wheel_path"
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exit 1
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fi
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# Upload the release asset using GitHub CLI
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gh release upload "$tag_name" "$wheel_path" --clobber
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echo "Successfully uploaded $wheel_name to release $tag_name"
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- name: Clean up
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shell: bash
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if: always()
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run: |
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sudo rm -rf /opt/hostedtoolcache/Python/${{ matrix.python-version }}*
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build_windows_wheels:
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name: Build wheels and Upload
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runs-on: windows-latest
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timeout-minutes: 1000
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strategy:
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fail-fast: false
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matrix:
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flash-attn-version: ["2.5.9", "2.6.3", "2.7.4"]
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python-version: ["3.10", "3.11", "3.12"]
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torch-version: ["2.4.1", "2.5.1", "2.6.0", "2.7.1"]
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# https://developer.nvidia.com/cuda-toolkit-archive
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# CUDA 11.8 cannot build flash-attn.
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# https://github.com/Dao-AILab/flash-attention/issues/595
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cuda-version: ["12.4.1", "12.8.1"]
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steps:
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- uses: actions/checkout@v4
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- name: Enable Git long paths
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run: git config --system core.longpaths true
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shell: pwsh
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- name: Install VS2022 BuildTools
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run: |
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choco install -y visualstudio2022buildtools `
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--version=117.14.1 `
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--params "--add Microsoft.VisualStudio.Component.VC.Tools.x86.x64"
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shell: pwsh
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- uses: actions/setup-python@v5
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with:
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python-version: ${{ matrix.python-version }}
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- uses: Jimver/cuda-toolkit@v0.2.24
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with:
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cuda: ${{ matrix.cuda-version }}
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method: "network"
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use-github-cache: false
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use-local-cache: false
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- name: Set CUDA and PyTorch versions
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run: |
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$cudaVersion = "${{ matrix.cuda-version }}" -replace '\.', ''
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$cudaVersion = $cudaVersion.Substring(0, [Math]::Min(3, $cudaVersion.Length))
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echo "MATRIX_CUDA_VERSION=$cudaVersion" >> $env:GITHUB_ENV
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$torchVersion = "${{ matrix.torch-version }}" -replace '^(\d+\.\d+).*', '$1'
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echo "MATRIX_TORCH_VERSION=$torchVersion" >> $env:GITHUB_ENV
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shell: pwsh
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- name: Install build dependencies
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run: |
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pip install -U pip setuptools==75.8.0 wheel setuptools packaging psutil ninja
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shell: pwsh
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- name: Install PyTorch ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }}
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run: |
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$env:TORCH_CUDA_VERSION = python -c "from os import environ as env; support_cuda_versions = { '2.1': [121], '2.2': [121], '2.3': [121], '2.4': [121, 124], '2.5': [121, 124], '2.6': [124, 126], '2.7': [126, 128], '2.8': [128], }; target_cuda_versions = support_cuda_versions[env['MATRIX_TORCH_VERSION']]; cuda_version = int(env['MATRIX_CUDA_VERSION']); closest_version = min(target_cuda_versions, key=lambda x: abs(x - cuda_version)); print(closest_version)"
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if ("${{ matrix.torch-version }}" -like "*dev*") {
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pip install --pre torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/nightly/cu$env:TORCH_CUDA_VERSION
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} else {
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pip install --no-cache-dir torch==${{ matrix.torch-version }} --index-url https://download.pytorch.org/whl/cu$env:TORCH_CUDA_VERSION
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}
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nvcc --version
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python -V
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python -c "import torch; print('PyTorch:', torch.__version__)"
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python -c "import torch; print('CUDA:', torch.version.cuda)"
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python -c "from torch.utils import cpp_extension; print(cpp_extension.CUDA_HOME)"
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shell: pwsh
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- name: Checkout flash-attn
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run: |
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git clone https://github.com/Dao-AILab/flash-attention.git -b "v${{ matrix.flash-attn-version }}"
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shell: pwsh
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- name: Build wheels
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timeout-minutes: 800
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run: |
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Import-Module 'C:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\Common7\Tools\Microsoft.VisualStudio.DevShell.dll'
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Enter-VsDevShell -VsInstallPath 'C:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools' -DevCmdArguments '-arch=x64 -host_arch=x64'
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$env:DISTUTILS_USE_SDK = 1
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$env:BUILD_TARGET = "cuda"
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$env:MAX_JOBS = "2"
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$env:NVCC_THREADS = "2"
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$env:FLASH_ATTENTION_FORCE_BUILD = "TRUE"
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cd flash-attention
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python setup.py bdist_wheel --dist-dir=dist
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$baseWheelName = Get-ChildItem -Path "dist\*.whl" | Select-Object -First 1 | ForEach-Object { $_.Name }
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$wheelName = $baseWheelName.Replace("${{ matrix.flash-attn-version }}", "${{ matrix.flash-attn-version }}+cu$env:MATRIX_CUDA_VERSION" + "torch$env:MATRIX_TORCH_VERSION")
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Move-Item "dist\$baseWheelName" "dist\$wheelName"
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echo "wheel_name=$wheelName" >> $env:GITHUB_ENV
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shell: pwsh
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- name: Install Test
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run: |
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pip install flash-attention/dist/$env:wheel_name
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python -c "import flash_attn; print(flash_attn.__version__)"
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shell: pwsh
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- name: Upload Release Asset
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env:
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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$tag_name = "${env:GITHUB_REF}".Replace("refs/tags/", "")
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$wheel_path = "flash-attention/dist/$env:wheel_name"
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# Check if the file exists
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if (-not (Test-Path $wheel_path)) {
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Write-Host "Error: Wheel file not found at $wheel_path"
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exit 1
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}
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# Upload the release asset using GitHub CLI
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gh release upload "$tag_name" "$wheel_path" --clobber
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Write-Host "Successfully uploaded $env:wheel_name to release $tag_name"
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shell: pwsh
|