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build-wheels-cuda.yaml
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name: Build Wheels (CUDA)
on:
workflow_dispatch:
inputs:
os:
description: OS to build
required: true
default: all
type: choice
options:
- all
- ubuntu-22.04
- windows-2022
cuda:
description: CUDA toolkit version to build
required: true
default: all
type: choice
options:
- all
- 12.1.1
- 12.2.2
- 12.3.2
- 12.4.1
- 12.5.1
test_python:
description: Python version to smoke-test
required: true
default: all
type: choice
options:
- all
- "3.9"
- "3.10"
- "3.11"
- "3.12"
- "3.13"
permissions:
contents: write
jobs:
define_matrix:
name: Define Build Matrix
runs-on: ubuntu-22.04
outputs:
build_matrix: ${{ steps.set-matrix.outputs.build_matrix }}
test_matrix: ${{ steps.set-matrix.outputs.test_matrix }}
publish_matrix: ${{ steps.set-matrix.outputs.publish_matrix }}
defaults:
run:
shell: pwsh
steps:
- name: Define Job Output
id: set-matrix
run: |
$osInput = '${{ inputs.os }}'
$cudaInput = '${{ inputs.cuda }}'
$testPythonInput = '${{ inputs.test_python }}'
if ([string]::IsNullOrWhiteSpace($osInput) -or $osInput -eq 'all') {
$os = @('ubuntu-22.04', 'windows-2022')
} else {
$os = @($osInput)
}
if ([string]::IsNullOrWhiteSpace($cudaInput) -or $cudaInput -eq 'all') {
$cuda = @("12.1.1", "12.2.2", "12.3.2", "12.4.1", "12.5.1")
} else {
$cuda = @($cudaInput)
}
if ([string]::IsNullOrWhiteSpace($testPythonInput) -or $testPythonInput -eq 'all') {
$testPython = @("3.9", "3.10", "3.11", "3.12", "3.13")
} else {
$testPython = @($testPythonInput)
}
$buildMatrix = @{
'os' = $os
# wheel.py-api = "py3" makes the CUDA wheel interpreter-agnostic,
# so one builder per toolkit version is sufficient.
'pyver' = @("3.9")
'cuda' = $cuda
'releasetag' = @("basic")
}
$testMatrix = @{
'os' = $os
'cuda' = $cuda
'pyver' = $testPython
}
$publishMatrix = @{
'cuda' = $cuda
}
Write-Output ('build_matrix=' + (ConvertTo-Json $buildMatrix -Compress)) >> $env:GITHUB_OUTPUT
Write-Output ('test_matrix=' + (ConvertTo-Json $testMatrix -Compress)) >> $env:GITHUB_OUTPUT
Write-Output ('publish_matrix=' + (ConvertTo-Json $publishMatrix -Compress)) >> $env:GITHUB_OUTPUT
build_wheels:
name: Build Wheel ${{ matrix.os }} ${{ matrix.pyver }} ${{ matrix.cuda }} ${{ matrix.releasetag == 'wheels' && 'AVX2' || matrix.releasetag }}
needs: define_matrix
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix: ${{ fromJSON(needs.define_matrix.outputs.build_matrix) }}
defaults:
run:
shell: pwsh
env:
CUDAVER: ${{ matrix.cuda }}
AVXVER: ${{ matrix.releasetag }}
steps:
- name: Set up MSVC
if: runner.os == 'Windows'
uses: ilammy/msvc-dev-cmd@v1
with:
arch: x64
- uses: actions/checkout@v4
with:
submodules: "recursive"
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.pyver }}
cache: 'pip'
- name: Setup Mamba
uses: conda-incubator/setup-miniconda@v3.1.0
with:
activate-environment: "llamacpp"
python-version: ${{ matrix.pyver }}
miniforge-version: latest
add-pip-as-python-dependency: true
auto-activate-base: false
- name: Install Dependencies
env:
MAMBA_DOWNLOAD_FAILFAST: "0"
MAMBA_NO_LOW_SPEED_LIMIT: "1"
run: |
$cudaVersion = $env:CUDAVER
$cudaChannel = "nvidia/label/cuda-$cudaVersion"
if ($IsLinux) {
$nvccPackage = "${cudaChannel}::cuda-nvcc_linux-64"
$cudaPackages = @("${cudaChannel}::cuda-toolkit=$cudaVersion", $nvccPackage)
} elseif ($IsWindows) {
$nvccPackage = "${cudaChannel}::cuda-nvcc_win-64"
if ($cudaVersion -like '12.5.*') {
# The Windows 12.5 toolkit meta-package pulls conda compiler
# activation scripts that can overflow cmd.exe's line limit after
# MSVC is already initialized. Install the smaller pieces the
# CUDA backend actually needs without pulling the compiler meta.
$cudaPackages = @($nvccPackage, "${cudaChannel}::cuda-libraries-dev=$cudaVersion")
} else {
$cudaPackages = @("${cudaChannel}::cuda-toolkit=$cudaVersion", $nvccPackage)
}
} else {
throw 'Unsupported CUDA wheel build platform'
}
# Keep nvcc, cudart, and headers on the same NVIDIA label so the
# detected toolkit version matches the published wheel tag.
$mambaArgs = @(
'install',
'-y',
'--channel-priority',
'flexible',
'--override-channels',
'-c',
$cudaChannel
) + $cudaPackages + @(
"${cudaChannel}::cuda-cudart",
"${cudaChannel}::cuda-cudart-dev"
)
& mamba @mambaArgs
if ($LASTEXITCODE -ne 0) {
exit $LASTEXITCODE
}
python -m pip install build wheel ninja
- name: Show CUDA diagnostics
run: |
mamba list | Select-String 'cuda|nvidia|cudatoolkit'
if ($IsWindows) {
Get-ChildItem -Path $env:CONDA_PREFIX -Recurse -Filter nvcc.exe | Select-Object -First 10 -ExpandProperty FullName
} else {
Get-ChildItem -Path $env:CONDA_PREFIX -Recurse -Filter nvcc | Select-Object -First 10 -ExpandProperty FullName
}
- name: Build Wheel
run: |
$pathSeparator = if ($IsWindows) { ';' } else { ':' }
if ($IsWindows) {
$cudaRoot = Join-Path $env:CONDA_PREFIX 'Library'
} elseif (Test-Path (Join-Path $env:CONDA_PREFIX 'targets/x86_64-linux/include/cuda_runtime.h')) {
$cudaRoot = Join-Path $env:CONDA_PREFIX 'targets/x86_64-linux'
} else {
$cudaRoot = $env:CONDA_PREFIX
}
$env:CUDA_PATH = $cudaRoot
$env:CUDA_HOME = $cudaRoot
$env:CUDAToolkit_ROOT = $cudaRoot
$env:CUDA_TOOLKIT_ROOT_DIR = $cudaRoot
$cudaHostCompilerArg = ''
$cudaRootCmake = $cudaRoot.Replace('\', '/')
$env:CMAKE_ARGS = "-DCUDAToolkit_ROOT=$cudaRootCmake -DCUDA_TOOLKIT_ROOT_DIR=$cudaRootCmake"
if ($IsLinux) {
if (Test-Path '/usr/bin/g++-12') {
$env:CC = '/usr/bin/gcc-12'
$env:CXX = '/usr/bin/g++-12'
$env:CUDAHOSTCXX = '/usr/bin/g++-12'
$cudaHostCompilerArg = " -DCMAKE_CUDA_HOST_COMPILER=$env:CUDAHOSTCXX"
}
$env:CMAKE_ARGS = "-DCUDAToolkit_ROOT=$cudaRoot -DCUDA_TOOLKIT_ROOT_DIR=$cudaRoot$cudaHostCompilerArg"
$env:CPATH = "$cudaRoot/include$pathSeparator$env:CPATH"
$env:CPLUS_INCLUDE_PATH = "$cudaRoot/include$pathSeparator$env:CPLUS_INCLUDE_PATH"
$env:LIBRARY_PATH = "$cudaRoot/lib$pathSeparator$env:CONDA_PREFIX/lib$pathSeparator$env:LIBRARY_PATH"
$env:LD_LIBRARY_PATH = "$cudaRoot/lib$pathSeparator$env:CONDA_PREFIX/lib$pathSeparator$env:LD_LIBRARY_PATH"
} elseif ($IsWindows) {
$ninjaPath = ((Get-Command ninja -ErrorAction Stop).Source).Replace('\', '/')
$env:CMAKE_GENERATOR = 'Ninja'
$env:CMAKE_MAKE_PROGRAM = $ninjaPath
$env:PATH = "$(Join-Path $cudaRoot 'bin')$pathSeparator$env:PATH"
}
if ($IsWindows) {
$nvccCandidates = @(
(Join-Path $cudaRoot 'bin\nvcc.exe'),
(Join-Path $env:CONDA_PREFIX 'Library\bin\nvcc.exe'),
(Join-Path $env:CONDA_PREFIX 'bin\nvcc.exe')
)
} else {
$nvccCandidates = @(
(Join-Path $env:CONDA_PREFIX 'bin/nvcc'),
(Join-Path $env:CONDA_PREFIX 'targets/x86_64-linux/bin/nvcc')
)
}
$nvccPath = $nvccCandidates | Where-Object { Test-Path $_ } | Select-Object -First 1
if (-not $nvccPath) {
throw 'Failed to find nvcc in the conda environment'
}
$env:CUDACXX = $nvccPath
$env:PATH = "$(Split-Path $nvccPath)$pathSeparator$env:PATH"
if ($IsWindows) {
$nvccPathCmake = $nvccPath.Replace('\', '/')
$env:CUDACXX = $nvccPathCmake
$env:CMAKE_ARGS = "-DCMAKE_CUDA_COMPILER=$nvccPathCmake -DCMAKE_MAKE_PROGRAM=$env:CMAKE_MAKE_PROGRAM $env:CMAKE_ARGS"
}
$nvccVersion = ((& $nvccPath --version) | Select-String 'release ([0-9]+\.[0-9]+)').Matches[0].Groups[1].Value
if (-not $nvccVersion) {
throw 'Failed to detect the installed CUDA toolkit version'
}
$cudaTagVersion = $nvccVersion.Replace('.','')
$env:VERBOSE = '1'
# Build real cubins for the supported GPUs, including sm_70, and keep
# one forward-compatible PTX target instead of embedding PTX for every
# SM. This keeps the wheel under GitHub's 2 GiB release-asset limit.
$env:CMAKE_ARGS = "-DGGML_CUDA_FORCE_MMQ=ON -DGGML_CUDA=on -DCMAKE_CUDA_ARCHITECTURES=70-real;75-real;80-real;86-real;89-real;90-real;90-virtual -DCMAKE_CUDA_FLAGS=--allow-unsupported-compiler $env:CMAKE_ARGS"
$env:CMAKE_ARGS = $env:CMAKE_ARGS + ' -DGGML_AVX2=off -DGGML_FMA=off -DGGML_F16C=off'
python -m build --wheel
# Publish tags that reflect the actual installed toolkit version.
Write-Output "CUDA_VERSION=$cudaTagVersion" >> $env:GITHUB_ENV
- uses: actions/upload-artifact@v4
with:
name: cuda-wheel-${{ matrix.os }}-${{ matrix.cuda }}
path: dist/*.whl
test_wheels:
name: Test Wheel ${{ matrix.os }} ${{ matrix.cuda }} Python ${{ matrix.pyver }}
needs: [define_matrix, build_wheels]
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix: ${{ fromJSON(needs.define_matrix.outputs.test_matrix) }}
defaults:
run:
shell: pwsh
steps:
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.pyver }}
- uses: actions/download-artifact@v4
with:
name: cuda-wheel-${{ matrix.os }}-${{ matrix.cuda }}
path: dist
- name: Test wheel installation
run: |
$wheel = (Get-ChildItem dist -Filter '*.whl' | Select-Object -First 1).FullName
python -m pip install --upgrade pip
python -m pip install $wheel
python -m pip check
# Avoid importing llama_cpp here: GitHub-hosted runners do not provide
# NVIDIA drivers, so native CUDA library loading can fail independently
# of Python-version wheel compatibility.
python -c "from importlib.metadata import version; print(version('llama_cpp_python'))"
publish_wheels:
name: Publish Wheels CUDA ${{ matrix.cuda }}
needs: [define_matrix, test_wheels]
if: startsWith(github.ref, 'refs/tags/')
runs-on: ubuntu-22.04
strategy:
fail-fast: false
matrix: ${{ fromJSON(needs.define_matrix.outputs.publish_matrix) }}
defaults:
run:
shell: pwsh
steps:
- uses: actions/download-artifact@v4
with:
pattern: cuda-wheel-*-${{ matrix.cuda }}
path: dist
merge-multiple: true
- name: Set CUDA release tag
run: |
$versionParts = "${{ matrix.cuda }}".Split('.')
$cudaVersion = "$($versionParts[0])$($versionParts[1])"
Write-Output "CUDA_VERSION=$cudaVersion" >> $env:GITHUB_ENV
- uses: softprops/action-gh-release@v2
with:
files: dist/*.whl
# Set tag_name to <tag>-cu<cuda_version>
tag_name: ${{ github.ref_name }}-cu${{ env.CUDA_VERSION }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}