cpp_extension.py

# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import os
import six
import copy
import re

import setuptools
from setuptools.command.easy_install import easy_install
from setuptools.command.build_ext import build_ext
from distutils.command.build import build

from .extension_utils import find_cuda_home, normalize_extension_kwargs, add_compile_flag, bootstrap_context
from .extension_utils import is_cuda_file, prepare_unix_cudaflags, prepare_win_cudaflags, add_std_without_repeat, get_build_directory
from .extension_utils import _import_module_from_library, CustomOpInfo, _write_setup_file, _jit_compile, parse_op_name_from
from .extension_utils import check_abi_compatibility, log_v, IS_WINDOWS, OS_NAME
from .extension_utils import use_new_custom_op_load_method, MSVC_COMPILE_FLAGS

# Note(zhouwei): On windows, it will export function 'PyInit_[name]' by default,
# The solution is: 1.User add function PyInit_[name] 2. set not to export
# refer to https://stackoverflow.com/questions/34689210/error-exporting-symbol-when-building-python-c-extension-in-windows
if IS_WINDOWS and six.PY3:
    from distutils.command.build_ext import build_ext as _du_build_ext
    from unittest.mock import Mock
    _du_build_ext.get_export_symbols = Mock(return_value=None)

CUDA_HOME = find_cuda_home()


def setup(**attr):
    """
    Wrapper setuptools.setup function to valid `build_ext` command and
    implement paddle api code injection by switching `write_stub`
    function in bdist_egg with `custom_write_stub`.

    Its usage is almost same as `setuptools.setup` except for `ext_modules`
    arguments. For compiling multi custom operators, all necessary source files
    can be include into just one Extension (CppExtension/CUDAExtension).
    Moreover, only one `name` argument is required in `setup` and no need to specify
    `name` in Extension.

    Example:

        >> from paddle.utils.cpp_extension import CUDAExtension, setup
        >> setup(name='custom_module',
                 ext_modules=CUDAExtension(
                    sources=['relu_op.cc', 'relu_op.cu'],
                    include_dirs=[],       # specific user-defined include dirs
                    extra_compile_args=[]) # specific user-defined compiler arguments.
    """
    cmdclass = attr.get('cmdclass', {})
    assert isinstance(cmdclass, dict)
    # if not specific cmdclass in setup, add it automatically.
    if 'build_ext' not in cmdclass:
        cmdclass['build_ext'] = BuildExtension.with_options(
            no_python_abi_suffix=True)
        attr['cmdclass'] = cmdclass

    error_msg = """
    Required to specific `name` argument in paddle.utils.cpp_extension.setup.
    It's used as `import XXX` when you want install and import your custom operators.\n
    For Example:
        # setup.py file
        from paddle.utils.cpp_extension import CUDAExtension, setup
        setup(name='custom_module',
              ext_modules=CUDAExtension(
              sources=['relu_op.cc', 'relu_op.cu'])
        
        # After running `python setup.py install`
        from custom_module import relu
    """
    # name argument is required
    if 'name' not in attr:
        raise ValueError(error_msg)

    assert not attr['name'].endswith('module'),  \
    "Please don't use 'module' as suffix in `name` argument, "
    "it will be stripped in setuptools.bdist_egg and cause import error."

    ext_modules = attr.get('ext_modules', [])
    if not isinstance(ext_modules, list):
        ext_modules = [ext_modules]
    assert len(
        ext_modules
    ) == 1, "Required only one Extension, but received {}. If you want to compile multi operators, you can include all necessary source files in one Extension.".format(
        len(ext_modules))
    # replace Extension.name with attr['name] to keep consistant with Package name.
    for ext_module in ext_modules:
        ext_module.name = attr['name']

    attr['ext_modules'] = ext_modules

    # Add rename .so hook in easy_install
    assert 'easy_install' not in cmdclass
    cmdclass['easy_install'] = EasyInstallCommand

    # Note(Aurelius84): Add rename build_base directory hook in build command.
    # To avoid using same build directory that will lead to remove the directory
    # by mistake while parallelling execute setup.py, for example on CI.
    assert 'build' not in cmdclass
    build_base = os.path.join('build', attr['name'])
    cmdclass['build'] = BuildCommand.with_options(build_base=build_base)

    # Always set zip_safe=False to make compatible in PY2 and PY3
    # See http://peak.telecommunity.com/DevCenter/setuptools#setting-the-zip-safe-flag
    attr['zip_safe'] = False

    # switch `write_stub` to inject paddle api in .egg
    with bootstrap_context():
        setuptools.setup(**attr)


def CppExtension(sources, *args, **kwargs):
    """
    Returns setuptools.CppExtension instance for setup.py to make it easy
    to specify compile flags while building C++ custommed op kernel.

    Args:
           sources(list[str]): The C++/CUDA source file names
           args(list[options]): list of config options used to compile shared library
           kwargs(dict[option]): dict of config options used to compile shared library

       Returns:
           Extension: An instance of setuptools.Extension
    """
    kwargs = normalize_extension_kwargs(kwargs, use_cuda=False)
    # Note(Aurelius84): While using `setup` and `jit`, the Extension `name` will
    # be replaced as `setup.name` to keep consistant with package. Because we allow
    # users can not specific name in Extension.
    # See `paddle.utils.cpp_extension.setup` for details.
    name = kwargs.get('name', None)
    if name is None:
        name = _generate_extension_name(sources)

    return setuptools.Extension(name, sources, *args, **kwargs)


def CUDAExtension(sources, *args, **kwargs):
    """
    Returns setuptools.CppExtension instance for setup.py to make it easy
    to specify compile flags while build CUDA custommed op kernel.

    Args:
           sources(list[str]): The C++/CUDA source file names
           args(list[options]): list of config options used to compile shared library
           kwargs(dict[option]): dict of config options used to compile shared library

       Returns:
           Extension: An instance of setuptools.Extension
    """
    kwargs = normalize_extension_kwargs(kwargs, use_cuda=True)
    # Note(Aurelius84): While using `setup` and `jit`, the Extension `name` will
    # be replaced as `setup.name` to keep consistant with package. Because we allow
    # users can not specific name in Extension.
    # See `paddle.utils.cpp_extension.setup` for details.
    name = kwargs.get('name', None)
    if name is None:
        name = _generate_extension_name(sources)

    return setuptools.Extension(name, sources, *args, **kwargs)


def _generate_extension_name(sources):
    """
    Generate extension name by source files.
    """
    assert len(sources) > 0, "source files is empty"
    file_prefix = []
    for source in sources:
        source = os.path.basename(source)
        filename, _ = os.path.splitext(source)
        # Use list to generate same order.
        if filename not in file_prefix:
            file_prefix.append(filename)

    return '_'.join(file_prefix)


class BuildExtension(build_ext, object):
    """
    Inherited from setuptools.command.build_ext to customize how to apply
    compilation process with share library.
    """

    @classmethod
    def with_options(cls, **options):
        """
        Returns a BuildExtension subclass containing use-defined options.
        """

        class cls_with_options(cls):
            def __init__(self, *args, **kwargs):
                kwargs.update(options)
                cls.__init__(self, *args, **kwargs)

        return cls_with_options

    def __init__(self, *args, **kwargs):
        """
        Attributes is initialized with following oreder:

            1. super(self).__init__()
            2. initialize_options(self)
            3. the reset of current __init__()
            4. finalize_options(self)

        So, it is recommended to set attribute value in `finalize_options`.
        """
        super(BuildExtension, self).__init__(*args, **kwargs)
        self.no_python_abi_suffix = kwargs.get("no_python_abi_suffix", True)
        self.output_dir = kwargs.get("output_dir", None)

    def initialize_options(self):
        super(BuildExtension, self).initialize_options()

    def finalize_options(self):
        super(BuildExtension, self).finalize_options()
        # NOTE(Aurelius84): Set location of compiled shared library.
        # Carefully to modify this because `setup.py build/install`
        # and `load` interface rely on this attribute.
        if self.output_dir is not None:
            self.build_lib = self.output_dir

    def build_extensions(self):
        self._check_abi()

        # Consider .cu, .cu.cc as valid source extensions.
        self.compiler.src_extensions += ['.cu', '.cu.cc']
        # Save the original _compile method for later.
        if self.compiler.compiler_type == 'msvc':
            self.compiler._cpp_extensions += ['.cu', '.cuh']
            original_compile = self.compiler.compile
            original_spawn = self.compiler.spawn
        else:
            original_compile = self.compiler._compile

        def unix_custom_single_compiler(obj, src, ext, cc_args, extra_postargs,
                                        pp_opts):
            """
            Monkey patch machanism to replace inner compiler to custom complie process on Unix platform.
            """
            # use abspath to ensure no warning and don't remove deecopy because modify params
            # with dict type is dangerous.
            src = os.path.abspath(src)
            cflags = copy.deepcopy(extra_postargs)
            try:
                original_compiler = self.compiler.compiler_so
                # ncvv compile CUDA source
                if is_cuda_file(src):
                    assert CUDA_HOME is not None
                    nvcc_cmd = os.path.join(CUDA_HOME, 'bin', 'nvcc')
                    self.compiler.set_executable('compiler_so', nvcc_cmd)
                    # {'nvcc': {}, 'cxx: {}}
                    if isinstance(cflags, dict):
                        cflags = cflags['nvcc']

                    cflags = prepare_unix_cudaflags(cflags)
                # cxx compile Cpp source
                elif isinstance(cflags, dict):
                    cflags = cflags['cxx']

                add_std_without_repeat(
                    cflags, self.compiler.compiler_type, use_std14=False)
                original_compile(obj, src, ext, cc_args, cflags, pp_opts)
            finally:
                # restore original_compiler
                self.compiler.compiler_so = original_compiler

        def win_custom_single_compiler(sources,
                                       output_dir=None,
                                       macros=None,
                                       include_dirs=None,
                                       debug=0,
                                       extra_preargs=None,
                                       extra_postargs=None,
                                       depends=None):

            self.cflags = copy.deepcopy(extra_postargs)
            extra_postargs = None

            def win_custom_spawn(cmd):
                # Using regex to modify compile options
                compile_options = self.compiler.compile_options
                for i in range(len(cmd)):
                    if re.search('/MD', cmd[i]) is not None:
                        cmd[i] = '/MT'
                    if re.search('/W[1-4]', cmd[i]) is not None:
                        cmd[i] = '/W0'

                # Using regex to match src, obj and include files
                src_regex = re.compile('/T(p|c)(.*)')
                src_list = [
                    m.group(2) for m in (src_regex.match(elem) for elem in cmd)
                    if m
                ]

                obj_regex = re.compile('/Fo(.*)')
                obj_list = [
                    m.group(1) for m in (obj_regex.match(elem) for elem in cmd)
                    if m
                ]

                include_regex = re.compile(r'((\-|\/)I.*)')
                include_list = [
                    m.group(1)
                    for m in (include_regex.match(elem) for elem in cmd) if m
                ]

                assert len(src_list) == 1 and len(obj_list) == 1
                src = src_list[0]
                obj = obj_list[0]
                if is_cuda_file(src):
                    assert CUDA_HOME is not None
                    nvcc_cmd = os.path.join(CUDA_HOME, 'bin', 'nvcc')
                    if isinstance(self.cflags, dict):
                        cflags = self.cflags['nvcc']
                    elif isinstance(self.cflags, list):
                        cflags = self.cflags
                    else:
                        cflags = []

                    cflags = prepare_win_cudaflags(cflags) + ['--use-local-env']
                    for flag in MSVC_COMPILE_FLAGS:
                        cflags = ['-Xcompiler', flag] + cflags
                    cmd = [nvcc_cmd, '-c', src, '-o', obj
                           ] + include_list + cflags
                elif isinstance(self.cflags, dict):
                    cflags = MSVC_COMPILE_FLAGS + self.cflags['cxx']
                    cmd += cflags
                elif isinstance(self.cflags, list):
                    cflags = MSVC_COMPILE_FLAGS + self.cflags
                    cmd += cflags

                return original_spawn(cmd)

            try:
                self.compiler.spawn = win_custom_spawn
                return original_compile(sources, output_dir, macros,
                                        include_dirs, debug, extra_preargs,
                                        extra_postargs, depends)
            finally:
                self.compiler.spawn = original_spawn

        def object_filenames_with_cuda(origina_func, build_directory):
            """
            Decorated the function to add customized naming machanism.
            Originally, both .cc/.cu will have .o object output that will
            bring file override problem. Use .cu.o as CUDA object suffix.
            """

            def wrapper(source_filenames, strip_dir=0, output_dir=''):
                try:
                    objects = origina_func(source_filenames, strip_dir,
                                           output_dir)
                    for i, source in enumerate(source_filenames):
                        # modify xx.o -> xx.cu.o/xx.cu.obj
                        if is_cuda_file(source):
                            old_obj = objects[i]
                            if self.compiler.compiler_type == 'msvc':
                                objects[i] = old_obj[:-3] + 'cu.obj'
                            else:
                                objects[i] = old_obj[:-1] + 'cu.o'
                    # if user set build_directory, output objects there.
                    if build_directory is not None:
                        objects = [
                            os.path.join(build_directory, os.path.basename(obj))
                            for obj in objects
                        ]
                    # ensure to use abspath
                    objects = [os.path.abspath(obj) for obj in objects]
                finally:
                    self.compiler.object_filenames = origina_func

                return objects

            return wrapper

        # customized compile process
        if self.compiler.compiler_type == 'msvc':
            self.compiler.compile = win_custom_single_compiler
        else:
            self.compiler._compile = unix_custom_single_compiler

        self.compiler.object_filenames = object_filenames_with_cuda(
            self.compiler.object_filenames, self.build_lib)
        self._record_op_info()

        print("Compiling user custom op, it will cost a few seconds.....")
        build_ext.build_extensions(self)

    def get_ext_filename(self, fullname):
        # for example: custommed_extension.cpython-37m-x86_64-linux-gnu.so
        ext_name = super(BuildExtension, self).get_ext_filename(fullname)
        if self.no_python_abi_suffix and six.PY3:
            split_str = '.'
            name_items = ext_name.split(split_str)
            assert len(
                name_items
            ) > 2, "Expected len(name_items) > 2, but received {}".format(
                len(name_items))
            name_items.pop(-2)
            # custommed_extension.so
            ext_name = split_str.join(name_items)

        return ext_name

    def _check_abi(self):
        """
        Check ABI Compatibility.
        """
        if hasattr(self.compiler, 'compiler_cxx'):
            compiler = self.compiler.compiler_cxx[0]
        elif IS_WINDOWS:
            compiler = os.environ.get('CXX', 'cl')
        else:
            compiler = os.environ.get('CXX', 'c++')

        check_abi_compatibility(compiler)
        # Warn user if VC env is activated but `DISTUTILS_USE_SDK` is not set.
        if IS_WINDOWS and 'VSCMD_ARG_TGT_ARCH' in os.environ and 'DISTUTILS_USE_SDK' not in os.environ:
            msg = (
                'It seems that the VC environment is activated but DISTUTILS_USE_SDK is not set.'
                'This may lead to multiple activations of the VC env.'
                'Please set `DISTUTILS_USE_SDK=1` and try again.')
            raise UserWarning(msg)

    def _record_op_info(self):
        """
        Record custom op information.
        """
        # parse shared library abs path
        outputs = self.get_outputs()
        assert len(outputs) == 1
        # multi operators built into same one .so file
        so_path = os.path.abspath(outputs[0])
        so_name = os.path.basename(so_path)

        for i, extension in enumerate(self.extensions):
            sources = [os.path.abspath(s) for s in extension.sources]
            op_names = parse_op_name_from(sources)

            for op_name in op_names:
                CustomOpInfo.instance().add(op_name,
                                            so_name=so_name,
                                            so_path=so_path)


class EasyInstallCommand(easy_install, object):
    """
    Extend easy_intall Command to control the behavior of naming shared library
    file.

    NOTE(Aurelius84): This is a hook subclass inherited Command used to rename shared
                    library file after extracting egg-info into site-packages.
    """

    def __init__(self, *args, **kwargs):
        super(EasyInstallCommand, self).__init__(*args, **kwargs)

    # NOTE(Aurelius84): Add args and kwargs to make compatible with PY2/PY3
    def run(self, *args, **kwargs):
        super(EasyInstallCommand, self).run(*args, **kwargs)
        # NOTE: To avoid failing import .so file instead of
        # python file because they have same name, we rename
        # .so shared library to another name.
        for egg_file in self.outputs:
            filename, ext = os.path.splitext(egg_file)
            will_rename = False
            if OS_NAME.startswith('linux') and ext == '.so':
                will_rename = True
            elif IS_WINDOWS and ext == '.pyd':
                will_rename = True

            if will_rename:
                new_so_path = filename + "_pd_" + ext
                if not os.path.exists(new_so_path):
                    os.rename(r'%s' % egg_file, r'%s' % new_so_path)
                assert os.path.exists(new_so_path)


class BuildCommand(build, object):
    """
    Extend build Command to control the behavior of specifying `build_base` root directory.

    NOTE(Aurelius84): This is a hook subclass inherited Command used to specify customized
                      build_base directory.
    """

    @classmethod
    def with_options(cls, **options):
        """
        Returns a BuildCommand subclass containing use-defined options.
        """

        class cls_with_options(cls):
            def __init__(self, *args, **kwargs):
                kwargs.update(options)
                cls.__init__(self, *args, **kwargs)

        return cls_with_options

    def __init__(self, *args, **kwargs):
        # Note: shall put before super()
        self._specified_build_base = kwargs.get('build_base', None)

        super(BuildCommand, self).__init__(*args, **kwargs)

    def initialize_options(self):
        """
        build_base is root directory for all sub-command, such as
        build_lib, build_temp. See `distutils.command.build` for details.
        """
        super(BuildCommand, self).initialize_options()
        if self._specified_build_base is not None:
            self.build_base = self._specified_build_base


def load(name,
         sources,
         extra_cxx_cflags=None,
         extra_cuda_cflags=None,
         extra_ldflags=None,
         extra_include_paths=None,
         build_directory=None,
         interpreter=None,
         verbose=False):
    """
    An Interface to automatically compile C++/CUDA source files Just-In-Time
    and return callable python function as other Paddle layers API. It will
    append user defined custom op in background.

    This module will perform compiling, linking, api generation and module loading
    processes for users. It does not require CMake or Ninja environment and only
    g++/nvcc on Linux and clang++ on MacOS. Moreover, ABI compatibility will be
    checked to ensure that compiler version on local machine is compatible with
    pre-installed Paddle whl in python site-packages. For example if Paddle is built
    with GCC5.4, the version of user's local machine should satisfy GCC >= 5.4.
    Otherwise, a fatal error will occur because  ABI compatibility.

    Args:
        name(str): generated shared library file name.
        sources(list[str]): custom op source files name with .cc/.cu suffix.
        extra_cxx_cflags(list[str]): additional flags used to compile CPP files. By default
                               all basic and framework related flags have been included.
                               If your pre-insall Paddle supported MKLDNN, please add
                               '-DPADDLE_WITH_MKLDNN'. Default None.
        extra_cuda_cflags(list[str]): additional flags used to compile CUDA files. See
                                https://docs.nvidia.com/cuda/cuda-compiler-driver-nvcc/index.html
                                for details. Default None.
        extra_ldflags(list[str]): additional flags used to link shared library. See
                                https://gcc.gnu.org/onlinedocs/gcc/Link-Options.html for details.
                                Default None.
        extra_include_paths(list[str]): additional include path used to search header files.
                                        Default None.
        build_directory(str): specific directory path to put shared library file. If set None,
                            it will use `PADDLE_EXTENSION_DIR` from os.environ. Use
                            `paddle.utils.cpp_extension.get_build_directory()` to see the location.
        interpreter(str): alias or full interpreter path to specific which one to use if have installed multiple.
                           If set None, will use `python` as default interpreter.
        verbose(bool): whether to verbose compiled log information

    Returns:
        custom api: A callable python function with same signature as CustomOp Kernel definition.

    Example:

        >> from paddle.utils.cpp_extension import load
        >> relu2 = load(name='relu2',
                        sources=['relu_op.cc', 'relu_op.cu'])
        >> x = paddle.rand([4, 10]], dtype='float32')
        >> out = relu2(x)
    """

    if build_directory is None:
        build_directory = get_build_directory(verbose)

    # ensure to use abs path
    build_directory = os.path.abspath(build_directory)
    # Will load shared library from 'path' on windows
    if IS_WINDOWS:
        os.environ['path'] = build_directory + ';' + os.environ['path']

    log_v("build_directory: {}".format(build_directory), verbose)

    file_path = os.path.join(build_directory, "{}_setup.py".format(name))
    sources = [os.path.abspath(source) for source in sources]

    if extra_cxx_cflags is None: extra_cxx_cflags = []
    if extra_cuda_cflags is None: extra_cuda_cflags = []
    assert isinstance(
        extra_cxx_cflags, list
    ), "Required type(extra_cxx_cflags) == list[str], but received {}".format(
        extra_cxx_cflags)
    assert isinstance(
        extra_cuda_cflags, list
    ), "Required type(extra_cuda_cflags) == list[str], but received {}".format(
        extra_cuda_cflags)

    log_v("additional extra_cxx_cflags: [{}], extra_cuda_cflags: [{}]".format(
        ' '.join(extra_cxx_cflags), ' '.join(extra_cuda_cflags)), verbose)

    # write setup.py file and compile it
    build_base_dir = os.path.join(build_directory, name)
    _write_setup_file(name, sources, file_path, build_base_dir,
                      extra_include_paths, extra_cxx_cflags, extra_cuda_cflags,
                      extra_ldflags, verbose)
    _jit_compile(file_path, interpreter, verbose)

    # import as callable python api
    custom_op_api = _import_module_from_library(name, build_base_dir, verbose)

    return custom_op_api