build_ext.py

# Copyright (c) 2022-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# See LICENSE for license information.

"""Installation script."""

import ctypes
import os
import subprocess
import sys
import sysconfig
import copy

from pathlib import Path
from subprocess import CalledProcessError
from typing import List, Optional, Type

import setuptools

from .utils import (
    cmake_bin,
    debug_build_enabled,
    found_ninja,
    get_frameworks,
    cuda_path,
    get_max_jobs_for_parallel_build,
)


class CMakeExtension(setuptools.Extension):
    """CMake extension module"""

    def __init__(
        self,
        name: str,
        cmake_path: Path,
        cmake_flags: Optional[List[str]] = None,
    ) -> None:
        super().__init__(name, sources=[])  # No work for base class
        self.cmake_path: Path = cmake_path
        self.cmake_flags: List[str] = [] if cmake_flags is None else cmake_flags

    def _build_cmake(self, build_dir: Path, install_dir: Path) -> None:
        # Make sure paths are str
        _cmake_bin = str(cmake_bin())
        cmake_path = str(self.cmake_path)
        build_dir = str(build_dir)
        install_dir = str(install_dir)

        # CMake configure command
        build_type = "Debug" if debug_build_enabled() else "Release"
        configure_command = [
            _cmake_bin,
            "-S",
            cmake_path,
            "-B",
            build_dir,
            f"-DPython_EXECUTABLE={sys.executable}",
            f"-DPython_INCLUDE_DIR={sysconfig.get_path('include')}",
            f"-DCMAKE_BUILD_TYPE={build_type}",
            f"-DCMAKE_INSTALL_PREFIX={install_dir}",
        ]
        configure_command += self.cmake_flags

        import pybind11

        pybind11_dir = Path(pybind11.__file__).resolve().parent
        pybind11_dir = pybind11_dir / "share" / "cmake" / "pybind11"
        configure_command.append(f"-Dpybind11_DIR={pybind11_dir}")

        # CMake build and install commands
        build_command = [_cmake_bin, "--build", build_dir]
        install_command = [_cmake_bin, "--install", build_dir]

        # Check whether parallel build is restricted
        max_jobs = get_max_jobs_for_parallel_build()
        if found_ninja():
            configure_command.append("-GNinja")
        build_command.append("--parallel")
        if max_jobs > 0:
            build_command.append(str(max_jobs))

        # Run CMake commands
        for command in [configure_command, build_command, install_command]:
            print(f"Running command {' '.join(command)}")
            try:
                subprocess.run(command, cwd=build_dir, check=True)
            except (CalledProcessError, OSError) as e:
                raise RuntimeError(f"Error when running CMake: {e}")


def get_build_ext(extension_cls: Type[setuptools.Extension]):
    class _CMakeBuildExtension(extension_cls):
        """Setuptools command with support for CMake extension modules"""

        def run(self) -> None:
            # Build CMake extensions
            for ext in self.extensions:
                package_path = Path(self.get_ext_fullpath(ext.name))
                install_dir = package_path.resolve().parent
                if isinstance(ext, CMakeExtension):
                    print(f"Building CMake extension {ext.name}")
                    # Set up incremental builds for CMake extensions
                    setup_dir = Path(__file__).resolve().parent.parent
                    build_dir = setup_dir / "build" / "cmake"

                    # Ensure the directory exists
                    build_dir.mkdir(parents=True, exist_ok=True)

                    ext._build_cmake(
                        build_dir=build_dir,
                        install_dir=install_dir,
                    )

            # Build non-CMake extensions as usual
            all_extensions = self.extensions
            self.extensions = [
                ext for ext in self.extensions if not isinstance(ext, CMakeExtension)
            ]
            super().run()
            self.extensions = all_extensions

            paddle_ext = None
            if "paddle" in get_frameworks():
                for ext in self.extensions:
                    if "paddle" in ext.name:
                        paddle_ext = ext
                        break

            # Manually write stub file for Paddle extension
            if paddle_ext is not None:
                # Load libtransformer_engine.so to avoid linker errors
                if not bool(int(os.getenv("NVTE_RELEASE_BUILD", "0"))):
                    # Source compilation from top-level (--editable)
                    search_paths = list(Path(__file__).resolve().parent.parent.iterdir())
                    # Source compilation from top-level
                    search_paths.extend(list(Path(self.build_lib).iterdir()))

                    # Dynamically load required_libs.
                    from transformer_engine.common import _load_cudnn, _load_nvrtc

                    _load_cudnn()
                    _load_nvrtc()
                else:
                    # Only during release bdist build for paddlepaddle.
                    import transformer_engine

                    search_paths = list(Path(transformer_engine.__path__[0]).iterdir())
                    del transformer_engine

                common_so_path = ""
                for path in search_paths:
                    if path.name.startswith("libtransformer_engine."):
                        common_so_path = str(path)
                assert common_so_path, "Could not find libtransformer_engine"
                ctypes.CDLL(common_so_path, mode=ctypes.RTLD_GLOBAL)

                # Figure out stub file path
                module_name = paddle_ext.name
                assert module_name.endswith(
                    "_pd_"
                ), "Expected Paddle extension module to end with '_pd_'"
                stub_name = module_name[:-4]  # remove '_pd_'
                stub_path = os.path.join(self.build_lib, "transformer_engine", stub_name + ".py")
                Path(stub_path).parent.mkdir(exist_ok=True, parents=True)

                # Figure out library name
                # Note: This library doesn't actually exist. Paddle
                # internally reinserts the '_pd_' suffix.
                so_path = self.get_ext_fullpath(module_name)
                _, so_ext = os.path.splitext(so_path)
                lib_name = stub_name + so_ext

                # Write stub file
                print(f"Writing Paddle stub for {lib_name} into file {stub_path}")
                from paddle.utils.cpp_extension.extension_utils import custom_write_stub

                custom_write_stub(lib_name, stub_path)

            # Ensure that binaries are not in global package space.
            target_dir = install_dir / "transformer_engine"
            target_dir.mkdir(exist_ok=True, parents=True)

            for ext in Path(self.build_lib).glob("*.so"):
                self.copy_file(ext, target_dir)
                os.remove(ext)

            # For paddle, the stub file needs to be copied to the install location.
            if paddle_ext is not None:
                stub_path = Path(self.build_lib) / "transformer_engine"
                for stub in stub_path.glob("transformer_engine_paddle.py"):
                    self.copy_file(stub, target_dir)

        def build_extensions(self):
            # BuildExtensions from PyTorch and PaddlePaddle already handle CUDA files correctly
            # so we don't need to modify their compiler. Only the pybind11 build_ext needs to be fixed.
            if "pytorch" not in get_frameworks() and "paddle" not in get_frameworks():
                # Ensure at least an empty list of flags for 'cxx' and 'nvcc' when
                # extra_compile_args is a dict.
                for ext in self.extensions:
                    if isinstance(ext.extra_compile_args, dict):
                        for target in ["cxx", "nvcc"]:
                            if target not in ext.extra_compile_args.keys():
                                ext.extra_compile_args[target] = []

                # Define new _compile method that redirects to NVCC for .cu and .cuh files.
                original_compile_fn = self.compiler._compile
                self.compiler.src_extensions += [".cu", ".cuh"]

                def _compile_fn(obj, src, ext, cc_args, extra_postargs, pp_opts) -> None:
                    # Copy before we make any modifications.
                    cflags = copy.deepcopy(extra_postargs)
                    original_compiler = self.compiler.compiler_so
                    try:
                        _, nvcc_bin = cuda_path()
                        original_compiler = self.compiler.compiler_so

                        if os.path.splitext(src)[1] in [".cu", ".cuh"]:
                            self.compiler.set_executable("compiler_so", str(nvcc_bin))
                            if isinstance(cflags, dict):
                                cflags = cflags["nvcc"]

                            # Add -fPIC if not already specified
                            if not any("-fPIC" in flag for flag in cflags):
                                cflags.extend(["--compiler-options", "'-fPIC'"])

                            # Forward unknown options
                            if not any("--forward-unknown-opts" in flag for flag in cflags):
                                cflags.append("--forward-unknown-opts")

                        elif isinstance(cflags, dict):
                            cflags = cflags["cxx"]

                        # Append -std=c++17 if not already in flags
                        if not any(flag.startswith("-std=") for flag in cflags):
                            cflags.append("-std=c++17")

                        return original_compile_fn(obj, src, ext, cc_args, cflags, pp_opts)

                    finally:
                        # Put the original compiler back in place.
                        self.compiler.set_executable("compiler_so", original_compiler)

                self.compiler._compile = _compile_fn

            super().build_extensions()

    return _CMakeBuildExtension