| #!/usr/bin/env python3 |
| |
| """Generates a matrix to be utilized through github actions |
| |
| Will output a condensed version of the matrix if on a pull request that only |
| includes the latest version of python we support built on three different |
| architectures: |
| * CPU |
| * Latest CUDA |
| * Latest ROCM |
| """ |
| |
| from typing import Dict, List, Optional, Tuple |
| |
| |
| CUDA_ARCHES = ["11.8", "12.1"] |
| |
| |
| ROCM_ARCHES = ["5.5", "5.6"] |
| |
| |
| CPU_CXX11_ABI_ARCH = ["cpu-cxx11-abi"] |
| |
| |
| CPU_AARCH64_ARCH = ["cpu-aarch64"] |
| |
| |
| def arch_type(arch_version: str) -> str: |
| if arch_version in CUDA_ARCHES: |
| return "cuda" |
| elif arch_version in ROCM_ARCHES: |
| return "rocm" |
| elif arch_version in CPU_CXX11_ABI_ARCH: |
| return "cpu-cxx11-abi" |
| elif arch_version in CPU_AARCH64_ARCH: |
| return "cpu-aarch64" |
| else: # arch_version should always be "cpu" in this case |
| return "cpu" |
| |
| |
| WHEEL_CONTAINER_IMAGES = { |
| **{ |
| gpu_arch: f"pytorch/manylinux-builder:cuda{gpu_arch}" |
| for gpu_arch in CUDA_ARCHES |
| }, |
| **{ |
| gpu_arch: f"pytorch/manylinux-builder:rocm{gpu_arch}" |
| for gpu_arch in ROCM_ARCHES |
| }, |
| "cpu": "pytorch/manylinux-builder:cpu", |
| "cpu-cxx11-abi": "pytorch/manylinuxcxx11-abi-builder:cpu-cxx11-abi", |
| "cpu-aarch64": "quay.io/pypa/manylinux2014_aarch64", |
| } |
| |
| CONDA_CONTAINER_IMAGES = { |
| **{gpu_arch: f"pytorch/conda-builder:cuda{gpu_arch}" for gpu_arch in CUDA_ARCHES}, |
| "cpu": "pytorch/conda-builder:cpu", |
| } |
| |
| PRE_CXX11_ABI = "pre-cxx11" |
| CXX11_ABI = "cxx11-abi" |
| RELEASE = "release" |
| DEBUG = "debug" |
| |
| LIBTORCH_CONTAINER_IMAGES: Dict[Tuple[str, str], str] = { |
| **{ |
| (gpu_arch, PRE_CXX11_ABI): f"pytorch/manylinux-builder:cuda{gpu_arch}" |
| for gpu_arch in CUDA_ARCHES |
| }, |
| **{ |
| (gpu_arch, CXX11_ABI): f"pytorch/libtorch-cxx11-builder:cuda{gpu_arch}" |
| for gpu_arch in CUDA_ARCHES |
| }, |
| **{ |
| (gpu_arch, PRE_CXX11_ABI): f"pytorch/manylinux-builder:rocm{gpu_arch}" |
| for gpu_arch in ROCM_ARCHES |
| }, |
| **{ |
| (gpu_arch, CXX11_ABI): f"pytorch/libtorch-cxx11-builder:rocm{gpu_arch}" |
| for gpu_arch in ROCM_ARCHES |
| }, |
| ("cpu", PRE_CXX11_ABI): "pytorch/manylinux-builder:cpu", |
| ("cpu", CXX11_ABI): "pytorch/libtorch-cxx11-builder:cpu", |
| } |
| |
| FULL_PYTHON_VERSIONS = ["3.8", "3.9", "3.10", "3.11"] |
| |
| |
| def translate_desired_cuda(gpu_arch_type: str, gpu_arch_version: str) -> str: |
| return { |
| "cpu": "cpu", |
| "cpu-aarch64": "cpu", |
| "cpu-cxx11-abi": "cpu-cxx11-abi", |
| "cuda": f"cu{gpu_arch_version.replace('.', '')}", |
| "rocm": f"rocm{gpu_arch_version}", |
| }.get(gpu_arch_type, gpu_arch_version) |
| |
| |
| def list_without(in_list: List[str], without: List[str]) -> List[str]: |
| return [item for item in in_list if item not in without] |
| |
| |
| def generate_conda_matrix(os: str) -> List[Dict[str, str]]: |
| ret: List[Dict[str, str]] = [] |
| arches = ["cpu"] |
| python_versions = FULL_PYTHON_VERSIONS |
| if os == "linux" or os == "windows": |
| arches += CUDA_ARCHES |
| for python_version in python_versions: |
| # We don't currently build conda packages for rocm |
| for arch_version in arches: |
| gpu_arch_type = arch_type(arch_version) |
| gpu_arch_version = "" if arch_version == "cpu" else arch_version |
| ret.append( |
| { |
| "python_version": python_version, |
| "gpu_arch_type": gpu_arch_type, |
| "gpu_arch_version": gpu_arch_version, |
| "desired_cuda": translate_desired_cuda( |
| gpu_arch_type, gpu_arch_version |
| ), |
| "container_image": CONDA_CONTAINER_IMAGES[arch_version], |
| "package_type": "conda", |
| "build_name": f"conda-py{python_version}-{gpu_arch_type}{gpu_arch_version}".replace( |
| ".", "_" |
| ), |
| } |
| ) |
| return ret |
| |
| |
| def generate_libtorch_matrix( |
| os: str, |
| abi_version: str, |
| arches: Optional[List[str]] = None, |
| libtorch_variants: Optional[List[str]] = None, |
| ) -> List[Dict[str, str]]: |
| if arches is None: |
| arches = ["cpu"] |
| if os == "linux": |
| arches += CUDA_ARCHES |
| arches += ROCM_ARCHES |
| elif os == "windows": |
| arches += CUDA_ARCHES |
| |
| if libtorch_variants is None: |
| libtorch_variants = [ |
| "shared-with-deps", |
| "shared-without-deps", |
| "static-with-deps", |
| "static-without-deps", |
| ] |
| |
| ret: List[Dict[str, str]] = [] |
| for arch_version in arches: |
| for libtorch_variant in libtorch_variants: |
| # one of the values in the following list must be exactly |
| # CXX11_ABI, but the precise value of the other one doesn't |
| # matter |
| gpu_arch_type = arch_type(arch_version) |
| gpu_arch_version = "" if arch_version == "cpu" else arch_version |
| # ROCm builds without-deps failed even in ROCm runners; skip for now |
| if gpu_arch_type == "rocm" and "without-deps" in libtorch_variant: |
| continue |
| ret.append( |
| { |
| "gpu_arch_type": gpu_arch_type, |
| "gpu_arch_version": gpu_arch_version, |
| "desired_cuda": translate_desired_cuda( |
| gpu_arch_type, gpu_arch_version |
| ), |
| "libtorch_variant": libtorch_variant, |
| "libtorch_config": abi_version if os == "windows" else "", |
| "devtoolset": abi_version if os != "windows" else "", |
| "container_image": LIBTORCH_CONTAINER_IMAGES[ |
| (arch_version, abi_version) |
| ] |
| if os != "windows" |
| else "", |
| "package_type": "libtorch", |
| "build_name": f"libtorch-{gpu_arch_type}{gpu_arch_version}-{libtorch_variant}-{abi_version}".replace( |
| ".", "_" |
| ), |
| } |
| ) |
| return ret |
| |
| |
| def generate_wheels_matrix( |
| os: str, |
| arches: Optional[List[str]] = None, |
| python_versions: Optional[List[str]] = None, |
| gen_special_an_non_special_wheel: bool = True, |
| ) -> List[Dict[str, str]]: |
| package_type = "wheel" |
| if os == "linux" or os == "linux-aarch64": |
| # NOTE: We only build manywheel packages for x86_64 and aarch64 linux |
| package_type = "manywheel" |
| |
| if python_versions is None: |
| python_versions = FULL_PYTHON_VERSIONS |
| |
| if arches is None: |
| # Define default compute archivectures |
| arches = ["cpu"] |
| if os == "linux": |
| arches += CPU_CXX11_ABI_ARCH + CUDA_ARCHES + ROCM_ARCHES |
| elif os == "windows": |
| arches += CUDA_ARCHES |
| elif os == "linux-aarch64": |
| # Only want the one arch as the CPU type is different and |
| # uses different build/test scripts |
| arches = ["cpu-aarch64"] |
| |
| ret: List[Dict[str, str]] = [] |
| for python_version in python_versions: |
| for arch_version in arches: |
| gpu_arch_type = arch_type(arch_version) |
| gpu_arch_version = ( |
| "" |
| if arch_version == "cpu" |
| or arch_version == "cpu-cxx11-abi" |
| or arch_version == "cpu-aarch64" |
| else arch_version |
| ) |
| |
| # special 12.1 wheels package without dependencies |
| # dependency downloaded via pip install |
| if arch_version == "12.1" and os == "linux": |
| ret.append( |
| { |
| "python_version": python_version, |
| "gpu_arch_type": gpu_arch_type, |
| "gpu_arch_version": gpu_arch_version, |
| "desired_cuda": translate_desired_cuda( |
| gpu_arch_type, gpu_arch_version |
| ), |
| "devtoolset": "", |
| "container_image": WHEEL_CONTAINER_IMAGES[arch_version], |
| "package_type": package_type, |
| "pytorch_extra_install_requirements": "nvidia-cuda-nvrtc-cu12==12.1.105; platform_system == 'Linux' and platform_machine == 'x86_64' | " # noqa: B950 |
| "nvidia-cuda-runtime-cu12==12.1.105; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-cuda-cupti-cu12==12.1.105; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-cudnn-cu12==8.9.2.26; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-cublas-cu12==12.1.3.1; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-cufft-cu12==11.0.2.54; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-curand-cu12==10.3.2.106; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-cusolver-cu12==11.4.5.107; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-cusparse-cu12==12.1.0.106; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-nccl-cu12==2.18.1; platform_system == 'Linux' and platform_machine == 'x86_64' | " |
| "nvidia-nvtx-cu12==12.1.105; platform_system == 'Linux' and platform_machine == 'x86_64'", |
| "build_name": f"{package_type}-py{python_version}-{gpu_arch_type}{gpu_arch_version}-with-pypi-cudnn".replace( # noqa: B950 |
| ".", "_" |
| ), |
| } |
| ) |
| if not gen_special_an_non_special_wheel: |
| continue |
| |
| ret.append( |
| { |
| "python_version": python_version, |
| "gpu_arch_type": gpu_arch_type, |
| "gpu_arch_version": gpu_arch_version, |
| "desired_cuda": translate_desired_cuda( |
| gpu_arch_type, gpu_arch_version |
| ), |
| "devtoolset": "cxx11-abi" |
| if arch_version == "cpu-cxx11-abi" |
| else "", |
| "container_image": WHEEL_CONTAINER_IMAGES[arch_version], |
| "package_type": package_type, |
| "build_name": f"{package_type}-py{python_version}-{gpu_arch_type}{gpu_arch_version}".replace( |
| ".", "_" |
| ), |
| } |
| ) |
| return ret |
