Enhancing CUDA Support in Python Package Build and Testing (#608)
* initial commit * Add the cuda support for python package * formt the code * refine it a little bit
This commit is contained in:
Wenbing Li
GitHub
Родитель
12ea73d365
Коммит
fb2a8c2841
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@ -52,3 +52,4 @@ java/hs_*.log
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*.pyd
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/test/data/ppp_vision/*.updated.onnx
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/test/data/generated/
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/CMakeSettings.json
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@ -0,0 +1,34 @@
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# -*- coding: utf-8 -*-
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# Copyright (c) Microsoft Corporation. All rights reserved.
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# Licensed under the MIT License. See License.txt in the project root for
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# license information.
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###########################################################################
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import os
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import sys
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from setuptools import build_meta as _orig
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from setuptools.build_meta import * # noqa: F403
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# add the current directory to the path, so we can import setup_cmds.py
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sys.path.append(os.path.dirname(__file__))
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import cmdclass as _cmds # noqa: E402
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def build_wheel(wheel_directory, config_settings=None,
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metadata_directory=None):
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_cmds.CommandMixin.config_settings = config_settings
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return _orig.build_wheel(
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wheel_directory, config_settings,
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metadata_directory
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)
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def build_editable(wheel_directory, config_settings=None,
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metadata_directory=None):
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_cmds.CommandMixin.config_settings = config_settings
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return _orig.build_editable(
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wheel_directory, config_settings,
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metadata_directory
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)
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@ -0,0 +1,275 @@
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# -*- coding: utf-8 -*-
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# Copyright (c) Microsoft Corporation. All rights reserved.
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# Licensed under the MIT License. See License.txt in the project root for
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# license information.
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###########################################################################
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import re
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import os
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import sys
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import pathlib
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import subprocess
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from textwrap import dedent
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from setuptools.command.build import build as _build
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from setuptools.command.build_ext import build_ext as _build_ext
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from setuptools.command.develop import develop as _develop
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VSINSTALLDIR_NAME = 'VSINSTALLDIR'
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ORTX_USER_OPTION = 'ortx-user-option'
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def _load_cuda_version():
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pattern = r"\bV\d+\.\d+\.\d+\b"
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output = subprocess.check_output(["nvcc", "--version"]).decode("utf-8")
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match = re.search(pattern, output)
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if match:
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vers = match.group()[1:].split('.')
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return f"{vers[0]}.{vers[1]}" # only keep the major and minor version.
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return None
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def _load_vsdevcmd(project_root):
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if os.environ.get(VSINSTALLDIR_NAME) is None:
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stdout, _ = subprocess.Popen([
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'powershell', ' -noprofile', '-executionpolicy',
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'bypass', '-f', project_root + '/tools/get_vsdevcmd.ps1', '-outputEnv', '1'],
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stdout=subprocess.PIPE, shell=False, universal_newlines=True).communicate()
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for line in stdout.splitlines():
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kv_pair = line.split('=')
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if len(kv_pair) == 2:
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os.environ[kv_pair[0]] = kv_pair[1]
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else:
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import shutil
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if shutil.which('cmake') is None:
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raise SystemExit(
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"Cannot find cmake in the executable path, "
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"please run this script under Developer Command Prompt for VS.")
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def prepare_env(project_root):
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if sys.platform == "win32":
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_load_vsdevcmd(project_root)
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def read_git_refs(project_root):
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release_branch = False
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stdout, _ = subprocess.Popen(
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['git'] + ['log', '-1', '--format=%H'],
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cwd=project_root,
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stdout=subprocess.PIPE, universal_newlines=True).communicate()
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HEAD = dedent(stdout.splitlines()[0]).strip('\n\r')
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stdout, _ = subprocess.Popen(
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['git'] + ['show-ref', '--head'],
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cwd=project_root,
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stdout=subprocess.PIPE, universal_newlines=True).communicate()
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for _ln in stdout.splitlines():
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_ln = dedent(_ln).strip('\n\r')
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if _ln.startswith(HEAD):
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_, _2 = _ln.split(' ')
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if _2.startswith('refs/remotes/origin/rel-'):
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release_branch = True
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return release_branch, HEAD
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class CommandMixin:
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user_options = [
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(ORTX_USER_OPTION + '=', None, "extensions options for kernel building")
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]
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config_settings = None
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# noinspection PyAttributeOutsideInit
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def initialize_options(self) -> None:
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super().initialize_options()
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self.ortx_user_option = None
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def finalize_options(self) -> None:
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if self.ortx_user_option is not None:
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if CommandMixin.config_settings is None:
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CommandMixin.config_settings = {
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ORTX_USER_OPTION: self.ortx_user_option}
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else:
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raise RuntimeError(
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f"Cannot pass {ORTX_USER_OPTION} several times, like as the command args and in backend API.")
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super().finalize_options()
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class CmdDevelop(CommandMixin, _develop):
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user_options = getattr(_develop, 'user_options', []
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) + CommandMixin.user_options
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class CmdBuild(CommandMixin, _build):
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user_options = getattr(_build, 'user_options', []) + \
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CommandMixin.user_options
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# noinspection PyAttributeOutsideInit
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def finalize_options(self) -> None:
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# There is a bug in setuptools that prevents the build get the right platform name from arguments.
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# So, it cannot generate the correct wheel with the right arch in Official release pipeline.
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# Force plat_name to be 'win-amd64' in Windows to fix that,
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# since extensions cmake is only available on x64 for Windows now, it is not a problem to hardcode it.
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if sys.platform == "win32" and "arm" not in sys.version.lower():
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self.plat_name = "win-amd64"
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if os.environ.get('OCOS_SCB_DEBUG', None) == '1':
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self.debug = True
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super().finalize_options()
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class CmdBuildCMakeExt(_build_ext):
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# noinspection PyAttributeOutsideInit
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def initialize_options(self):
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super().initialize_options()
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self.use_cuda = None
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self.no_azure = None
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self.no_opencv = None
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self.cc_debug = None
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def _parse_options(self, options):
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for segment in options.split(','):
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if not segment:
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continue
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key = segment
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if '=' in segment:
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key, value = segment.split('=')
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else:
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value = 1
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key = key.replace('-', '_')
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if not hasattr(self, key):
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raise RuntimeError(
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f"Unknown {ORTX_USER_OPTION} option value: {key}")
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setattr(self, key, value)
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return self
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def finalize_options(self) -> None:
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if CommandMixin.config_settings is not None:
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self._parse_options(
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CommandMixin.config_settings.get(ORTX_USER_OPTION, ""))
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if self.cc_debug:
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self.debug = True
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super().finalize_options()
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def run(self):
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"""
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Perform build_cmake before doing the 'normal' stuff
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"""
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for extension in self.extensions:
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if extension.name == 'onnxruntime_extensions._extensions_pydll':
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self.build_cmake(extension)
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def build_cmake(self, extension):
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project_dir = pathlib.Path().absolute()
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build_temp = pathlib.Path(self.build_temp)
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build_temp.mkdir(parents=True, exist_ok=True)
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ext_fullpath = pathlib.Path(
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self.get_ext_fullpath(extension.name)).absolute()
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config = 'RelWithDebInfo' if self.debug else 'Release'
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cmake_args = [
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'-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=' +
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str(ext_fullpath.parent.absolute()),
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'-DOCOS_BUILD_PYTHON=ON',
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'-DOCOS_PYTHON_MODULE_PATH=' + str(ext_fullpath),
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'-DCMAKE_BUILD_TYPE=' + config
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]
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if self.no_opencv:
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# Disabling openCV can drastically reduce the build time.
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cmake_args += [
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'-DOCOS_ENABLE_OPENCV_CODECS=OFF',
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'-DOCOS_ENABLE_CV2=OFF',
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'-DOCOS_ENABLE_VISION=OFF']
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if self.no_azure is not None:
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azure_flag = "OFF" if self.no_azure == 1 else "ON"
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cmake_args += ['-DOCOS_ENABLE_AZURE=' + azure_flag]
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print("=> AzureOp build flag: " + azure_flag)
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if self.use_cuda is not None:
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cuda_flag = "OFF" if self.use_cuda == 0 else "ON"
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cmake_args += ['-DOCOS_USE_CUDA=' + cuda_flag]
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print("=> CUDA build flag: " + cuda_flag)
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cuda_ver = _load_cuda_version()
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if cuda_ver is None:
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raise RuntimeError(
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"Cannot find nvcc in your env:path, use-cuda doesn't work")
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f_ver = ext_fullpath.parent / "_version.py"
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with f_ver.open('a') as _f:
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_f.writelines(["\n",
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f"cuda = {cuda_ver}",
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"\n"])
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# CMake lets you override the generator - we need to check this.
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# Can be set with Conda-Build, for example.
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cmake_generator = os.environ.get("CMAKE_GENERATOR", "")
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# Adding CMake arguments set as environment variable
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# (needed e.g. to build for ARM OSx on conda-forge)
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if "CMAKE_ARGS" in os.environ:
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cmake_args += [
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item for item in os.environ["CMAKE_ARGS"].split(" ") if item]
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if sys.platform != "win32":
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# Using Ninja-build since it a) is available as a wheel and b)
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# multithread automatically. MSVC would require all variables be
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# exported for Ninja to pick it up, which is a little tricky to do.
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# Users can override the generator with CMAKE_GENERATOR in CMake
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# 3.15+.
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if not cmake_generator or cmake_generator == "Ninja":
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try:
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import ninja # noqa: F401
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ninja_executable_path = os.path.join(
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ninja.BIN_DIR, "ninja")
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cmake_args += [
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"-GNinja",
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f"-DCMAKE_MAKE_PROGRAM:FILEPATH={ninja_executable_path}",
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]
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except ImportError:
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pass
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if sys.platform.startswith("darwin"):
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# Cross-compile support for macOS - respect ARCHFLAGS if set
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archs = re.findall(r"-arch (\S+)", os.environ.get("ARCHFLAGS", ""))
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if archs:
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cmake_args += [
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"-DCMAKE_OSX_ARCHITECTURES={}".format(";".join(archs))]
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# overwrite the Python module info if the auto-detection doesn't work.
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# export Python3_INCLUDE_DIRS=/opt/python/cp38-cp38
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# export Python3_LIBRARIES=/opt/python/cp38-cp38
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for env in ['Python3_INCLUDE_DIRS', 'Python3_LIBRARIES']:
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if env in os.environ:
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cmake_args.append("-D%s=%s" % (env, os.environ[env]))
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if self.debug:
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cmake_args += ['-DCC_OPTIMIZE=OFF']
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# the parallel build has to be limited on some Linux VM machine.
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cpu_number = os.environ.get('CPU_NUMBER')
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build_args = [
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'--config', config,
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'--parallel' + ('' if cpu_number is None else ' ' + cpu_number)
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]
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cmake_exe = 'cmake'
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# unlike Linux/macOS, cmake pip package on Windows fails to build some 3rd party dependencies.
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# so we have to use the cmake installed from Visual Studio.
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if os.environ.get(VSINSTALLDIR_NAME):
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cmake_exe = os.environ[VSINSTALLDIR_NAME] + \
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'Common7\\IDE\\CommonExtensions\\Microsoft\\CMake\\CMake\\bin\\cmake.exe'
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# Add this cmake directory into PATH to make sure the child-process still find it.
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os.environ['PATH'] = os.path.dirname(
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cmake_exe) + os.pathsep + os.environ['PATH']
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self.spawn([cmake_exe, '-S', str(project_dir),
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'-B', str(build_temp)] + cmake_args)
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if not self.dry_run:
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self.spawn([cmake_exe, '--build', str(build_temp)] + build_args)
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ortx_cmdclass = dict(build=CmdBuild,
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develop=CmdDevelop,
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build_ext=CmdBuildCMakeExt)
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@ -1,44 +1,83 @@
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# Build and Development
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This project supports Python and can be built from source easily, or a simple cmake build without Python dependency.
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## Python package
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The package contains all custom operators and some Python scripts to manipulate the ONNX models.
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- Install Visual Studio with C++ development tools on Windows, or gcc(>8.0) for Linux or xcode for macOS, and cmake on the unix-like platform. (**hints**: in Windows platform, if cmake bundled in Visual Studio was used, please specify the set _VSDEVCMD=%ProgramFiles(x86)%\Microsoft Visual Studio\<VERSION_YEAR>\<Edition>\Common7\Tools\VsDevCmd.bat_)
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- If running on Windows, ensure that long file names are enabled, both for the [operating system](https://docs.microsoft.com/en-us/windows/win32/fileio/maximum-file-path-limitation?tabs=cmd) and for git: `git config --system core.longpaths true`
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- Install Visual Studio with C++ development tools on Windows, or gcc(>8.0) for Linux or xcode for macOS, and cmake on
|
||||
the unix-like platform.
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- If running on Windows, ensure that long file names are enabled, both for
|
||||
the [operating system](https://docs.microsoft.com/en-us/windows/win32/fileio/maximum-file-path-limitation?tabs=cmd)
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and for git: `git config --system core.longpaths true`
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- Prepare Python env and install the pip packages in the requirements.txt.
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- `pip install .` to build and install the package.<br/> OR `pip install -e .` to install the package in the development mode, which is more friendly for the developer since the Python code change will take effect without having to copy the files to a different location in the disk.(**hints**: debug=1 in setup.cfg wil make C++ code be debuggable in a Python process.)
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- `pip install .` to build and install the package.<br/> OR `pip install -e .` to install the package in the development
|
||||
mode, which is more friendly for the developer since the Python code change will take effect without having to copy
|
||||
the files to a different location in the disk.(**hints**: debug=1 in setup.cfg wil make C++ code be debuggable in a
|
||||
Python process.)
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- Add the following argument `--config-settings "ortx-user-option=use-cuda"` in the pip command line to enable **CUDA**
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kernels for the package.
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- The flags can be used in --config-settings are
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- use-cuda: enable CUDA kernel build in Python package.
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||||
- no-azure: disable AzureOp kernel build in Python package.
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||||
- no-opencv: disable operators based on OpenCV in build.
|
||||
- cc_debug: Generate debug info for extensions binaries and disable C/C++ compiler optimization.
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||||
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||||
For example:`pip install --config-settings "ortx-user-option=use-cuda,cc_debug" `, This command builds CUDA
|
||||
kernels into the package and installs it, accompanied by the generation of debug information.
|
||||
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||||
Test:
|
||||
|
||||
- 'pip install -r requirements-dev.txt' to install pip packages for development.
|
||||
- run `pytest test` in the project root directory.
|
||||
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||||
For a complete list of verified build configurations see [here](<./ci_matrix.md>)
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||||
|
||||
## Java package
|
||||
|
||||
`bash ./build.sh -DOCOS_BUILD_JAVA=ON` to build jar package in out/<OS>/Release folder
|
||||
|
||||
## Android package
|
||||
|
||||
- pre-requisites: [Android Studio](https://developer.android.com/studio)
|
||||
|
||||
Use `./tools/android/build_aar.py` to build an Android AAR package.
|
||||
|
||||
## iOS package
|
||||
|
||||
Use `./tools/ios/build_xcframework.py` to build an iOS xcframework package.
|
||||
|
||||
## NuGet package
|
||||
In order to build a local NuGet package for testing, run `nuget.exe pack ./nuget/WinOnlyNuget.nuspec` to build a NuGet package for Windows.
|
||||
|
||||
Note: you might need to update the src paths in the ./nuget/WinOnlyNuget.nuspec file if the appropriate ortextensions.dll files do not exist/are not in the given location.
|
||||
In order to build a local NuGet package for testing, run `nuget.exe pack ./nuget/WinOnlyNuget.nuspec` to build a NuGet
|
||||
package for Windows.
|
||||
|
||||
Note: you might need to update the src paths in the ./nuget/WinOnlyNuget.nuspec file if the appropriate
|
||||
ortextensions.dll files do not exist/are not in the given location.
|
||||
|
||||
## Web-Assembly
|
||||
ONNXRuntime-Extensions will be built as a static library and linked with ONNXRuntime due to the lack of a good dynamic linking mechanism in WASM. Here are two additional arguments [–-use_extensions and --extensions_overridden_path](https://github.com/microsoft/onnxruntime/blob/860ba8820b72d13a61f0d08b915cd433b738ffdc/tools/ci_build/build.py#L416) on building onnxruntime to include ONNXRuntime-Extensions footprint in the ONNXRuntime package.
|
||||
|
||||
ONNXRuntime-Extensions will be built as a static library and linked with ONNXRuntime due to the lack of a good dynamic
|
||||
linking mechanism in WASM. Here are two additional
|
||||
arguments [–-use_extensions and --extensions_overridden_path](https://github.com/microsoft/onnxruntime/blob/860ba8820b72d13a61f0d08b915cd433b738ffdc/tools/ci_build/build.py#L416)
|
||||
on building onnxruntime to include ONNXRuntime-Extensions footprint in the ONNXRuntime package.
|
||||
|
||||
## The C++ shared library
|
||||
for any other cases, please run `build.bat` or `bash ./build.sh` to build the library. By default, the DLL or the library will be generated in the directory `out/<OS>/<FLAVOR>`. There is a unit test to help verify the build.
|
||||
|
||||
For any alternative scenarios, execute the following commands:
|
||||
|
||||
- On Windows: Run `build.bat`.
|
||||
- On Unix-based systems: Execute `bash ./build.sh`.
|
||||
|
||||
The generated DLL or library is typically located in the `out/<OS>/<FLAVOR>` directory. To validate the build, utilize
|
||||
the unit tests available in the `test/test_static_test` and `test/shared_test` directories.
|
||||
|
||||
**VC Runtime static linkage**
|
||||
If you want to build the binary with VC Runtime static linkage, please add a parameter _-DCMAKE_MSVC_RUNTIME_LIBRARY="MultiThreaded$<$<CONFIG:Debug>:Debug>"_ on running build.bat
|
||||
If you want to build the binary with VC Runtime static linkage, please add a parameter _-DCMAKE_MSVC_RUNTIME_LIBRARY="
|
||||
MultiThreaded$<$<CONFIG:Debug>:Debug>"_ on running build.bat
|
||||
|
||||
## Copyright guidance
|
||||
check this link https://docs.opensource.microsoft.com/releasing/general-guidance/copyright-headers/ for source file copyright header.
|
||||
|
||||
check this link https://docs.opensource.microsoft.com/releasing/general-guidance/copyright-headers/ for source file
|
||||
copyright header.
|
||||
|
|
|
|||
|
|
@ -2,7 +2,6 @@
|
|||
# Licensed under the MIT License. See License.txt in the project root for
|
||||
# license information.
|
||||
###############################################################################
|
||||
|
||||
"""
|
||||
The `onnxruntime-extensions` Python package offers an API that allows users to generate models for pre-processing and
|
||||
post-processing tasks. In addition, it also provides an API to register custom operations implemented in Python.
|
||||
|
|
|
|||
|
|
@ -5,11 +5,34 @@
|
|||
"""
|
||||
_ocos.py: PythonOp implementation
|
||||
"""
|
||||
|
||||
import os
|
||||
import sys
|
||||
import copy
|
||||
import glob
|
||||
import onnx
|
||||
from onnx import helper
|
||||
|
||||
|
||||
def _search_cuda_dir():
|
||||
paths = os.getenv('PATH', '').split(os.pathsep)
|
||||
for path in paths:
|
||||
for filename in glob.glob(os.path.join(path, 'cudart64*.dll')):
|
||||
return os.path.dirname(filename)
|
||||
|
||||
return None
|
||||
|
||||
|
||||
if sys.platform == 'win32':
|
||||
from . import _version # noqa: E402
|
||||
if hasattr(_version, 'cuda'):
|
||||
cuda_path = _search_cuda_dir()
|
||||
if cuda_path is None:
|
||||
raise RuntimeError(
|
||||
"Cannot locate CUDA directory in the environment variable for GPU package")
|
||||
|
||||
os.add_dll_directory(cuda_path)
|
||||
|
||||
|
||||
from ._extensions_pydll import ( # noqa
|
||||
PyCustomOpDef, enable_py_op, add_custom_op, hash_64, default_opset_domain)
|
||||
|
||||
|
|
@ -115,7 +138,8 @@ def _ensure_opset_domain(model):
|
|||
domain_missing = False
|
||||
|
||||
if domain_missing:
|
||||
model.opset_import.extend([helper.make_operatorsetid(op_domain_name, 1)])
|
||||
model.opset_import.extend(
|
||||
[helper.make_operatorsetid(op_domain_name, 1)])
|
||||
|
||||
return model
|
||||
|
||||
|
|
@ -130,7 +154,8 @@ def expand_onnx_inputs(model, target_input, extra_nodes, new_inputs):
|
|||
:return: The ONNX model after modification
|
||||
"""
|
||||
graph = model.graph
|
||||
new_inputs = [n for n in graph.input if n.name != target_input] + new_inputs
|
||||
new_inputs = [n for n in graph.input if n.name !=
|
||||
target_input] + new_inputs
|
||||
new_nodes = list(model.graph.node) + extra_nodes
|
||||
new_graph = helper.make_graph(
|
||||
new_nodes, graph.name, new_inputs, list(graph.output), list(graph.initializer))
|
||||
|
|
@ -179,7 +204,8 @@ def hook_model_op(model, node_name, hook_func, input_types):
|
|||
del hkd_model.graph.node[:]
|
||||
hkd_model.graph.node.extend(repacked)
|
||||
|
||||
Opdef.create(hook_func, op_type=optype_name, inputs=input_types, outputs=input_types)
|
||||
Opdef.create(hook_func, op_type=optype_name,
|
||||
inputs=input_types, outputs=input_types)
|
||||
return _ensure_opset_domain(hkd_model)
|
||||
|
||||
|
||||
|
|
|
|||
|
|
@ -1,6 +1,8 @@
|
|||
[build-system]
|
||||
# Minimum requirements for the build system to execute.
|
||||
requires = ["setuptools", "wheel", "numpy>=1.18.5", "ninja", "cmake"] # PEP 508 specifications.
|
||||
build-backend = "backend"
|
||||
backend-path = [".pyproject"]
|
||||
|
||||
[tool.black]
|
||||
line-length = 120
|
||||
|
|
|
|||
185
setup.py
185
setup.py
|
|
@ -4,178 +4,24 @@
|
|||
# license information.
|
||||
###########################################################################
|
||||
|
||||
from setuptools import setup, find_packages
|
||||
from setuptools.command.build import build as _build
|
||||
from setuptools.command.build_ext import build_ext as _build_ext
|
||||
|
||||
import re
|
||||
import os
|
||||
import sys
|
||||
import setuptools
|
||||
import pathlib
|
||||
import subprocess
|
||||
import setuptools
|
||||
|
||||
from textwrap import dedent
|
||||
from setuptools import setup, find_packages
|
||||
|
||||
TOP_DIR = os.path.dirname(__file__) or os.getcwd()
|
||||
PACKAGE_NAME = 'onnxruntime_extensions'
|
||||
VSINSTALLDIR_NAME = 'VSINSTALLDIR'
|
||||
|
||||
# setup.py cannot be debugged in pip command line, so the command classes are refactored into another file
|
||||
cmds_dir = pathlib.Path(TOP_DIR) / '.pyproject'
|
||||
sys.path.append(str(cmds_dir))
|
||||
# noinspection PyUnresolvedReferences
|
||||
import cmdclass as _cmds # noqa: E402
|
||||
|
||||
def load_vsdevcmd():
|
||||
if os.environ.get(VSINSTALLDIR_NAME) is None:
|
||||
stdout, _ = subprocess.Popen([
|
||||
'powershell', ' -noprofile', '-executionpolicy',
|
||||
'bypass', '-f', TOP_DIR + '/tools/get_vsdevcmd.ps1', '-outputEnv', '1'],
|
||||
stdout=subprocess.PIPE, shell=False, universal_newlines=True).communicate()
|
||||
for line in stdout.splitlines():
|
||||
kv_pair = line.split('=')
|
||||
if len(kv_pair) == 2:
|
||||
os.environ[kv_pair[0]] = kv_pair[1]
|
||||
else:
|
||||
import shutil
|
||||
if shutil.which('cmake') is None:
|
||||
raise SystemExit(
|
||||
"Cannot find cmake in the executable path, "
|
||||
"please run this script under Developer Command Prompt for VS.")
|
||||
|
||||
|
||||
def read_git_refs():
|
||||
release_branch = False
|
||||
stdout, _ = subprocess.Popen(
|
||||
['git'] + ['log', '-1', '--format=%H'],
|
||||
cwd=TOP_DIR,
|
||||
stdout=subprocess.PIPE, universal_newlines=True).communicate()
|
||||
HEAD = dedent(stdout.splitlines()[0]).strip('\n\r')
|
||||
stdout, _ = subprocess.Popen(
|
||||
['git'] + ['show-ref', '--head'],
|
||||
cwd=TOP_DIR,
|
||||
stdout=subprocess.PIPE, universal_newlines=True).communicate()
|
||||
for _ln in stdout.splitlines():
|
||||
_ln = dedent(_ln).strip('\n\r')
|
||||
if _ln.startswith(HEAD):
|
||||
_, _2 = _ln.split(' ')
|
||||
if _2.startswith('refs/remotes/origin/rel-'):
|
||||
release_branch = True
|
||||
return release_branch, HEAD
|
||||
|
||||
|
||||
class BuildCMakeExt(_build_ext):
|
||||
|
||||
def run(self):
|
||||
"""
|
||||
Perform build_cmake before doing the 'normal' stuff
|
||||
"""
|
||||
for extension in self.extensions:
|
||||
if extension.name == 'onnxruntime_extensions._extensions_pydll':
|
||||
self.build_cmake(extension)
|
||||
|
||||
def build_cmake(self, extension):
|
||||
project_dir = pathlib.Path().absolute()
|
||||
build_temp = pathlib.Path(self.build_temp)
|
||||
build_temp.mkdir(parents=True, exist_ok=True)
|
||||
ext_fullpath = pathlib.Path(self.get_ext_fullpath(extension.name)).absolute()
|
||||
|
||||
config = 'RelWithDebInfo' if self.debug else 'Release'
|
||||
cmake_args = [
|
||||
'-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=' + str(ext_fullpath.parent.absolute()),
|
||||
'-DOCOS_BUILD_PYTHON=ON',
|
||||
'-DOCOS_PYTHON_MODULE_PATH=' + str(ext_fullpath),
|
||||
'-DCMAKE_BUILD_TYPE=' + config
|
||||
]
|
||||
|
||||
if os.environ.get('OCOS_NO_OPENCV') == '1':
|
||||
# Disabling openCV can drastically reduce the build time.
|
||||
cmake_args += [
|
||||
'-DOCOS_ENABLE_OPENCV_CODECS=OFF',
|
||||
'-DOCOS_ENABLE_CV2=OFF',
|
||||
'-DOCOS_ENABLE_VISION=OFF']
|
||||
|
||||
# explicitly set the flag for AzureOp, despite the default value in CMakeLists.txt
|
||||
azure_flag = "ON" if os.environ.get('OCOS_ENABLE_AZURE') == '1' else None
|
||||
if azure_flag is None:
|
||||
# OCOS_NO_AZURE will be ignored if OCOS_ENABLE_AZURE is set.
|
||||
azure_flag = "OFF" if os.environ.get('OCOS_NO_AZURE') == '1' else None
|
||||
if azure_flag is not None:
|
||||
cmake_args += ['-DOCOS_ENABLE_AZURE=' + azure_flag]
|
||||
print("=> AzureOp build flag: " + azure_flag)
|
||||
|
||||
# CMake lets you override the generator - we need to check this.
|
||||
# Can be set with Conda-Build, for example.
|
||||
cmake_generator = os.environ.get("CMAKE_GENERATOR", "")
|
||||
# Adding CMake arguments set as environment variable
|
||||
# (needed e.g. to build for ARM OSx on conda-forge)
|
||||
if "CMAKE_ARGS" in os.environ:
|
||||
cmake_args += [item for item in os.environ["CMAKE_ARGS"].split(" ") if item]
|
||||
|
||||
if sys.platform != "win32":
|
||||
# Using Ninja-build since it a) is available as a wheel and b)
|
||||
# multithreads automatically. MSVC would require all variables be
|
||||
# exported for Ninja to pick it up, which is a little tricky to do.
|
||||
# Users can override the generator with CMAKE_GENERATOR in CMake
|
||||
# 3.15+.
|
||||
if not cmake_generator or cmake_generator == "Ninja":
|
||||
try:
|
||||
import ninja # noqa: F401
|
||||
|
||||
ninja_executable_path = os.path.join(ninja.BIN_DIR, "ninja")
|
||||
cmake_args += [
|
||||
"-GNinja",
|
||||
f"-DCMAKE_MAKE_PROGRAM:FILEPATH={ninja_executable_path}",
|
||||
]
|
||||
except ImportError:
|
||||
pass
|
||||
|
||||
if sys.platform.startswith("darwin"):
|
||||
# Cross-compile support for macOS - respect ARCHFLAGS if set
|
||||
archs = re.findall(r"-arch (\S+)", os.environ.get("ARCHFLAGS", ""))
|
||||
if archs:
|
||||
cmake_args += ["-DCMAKE_OSX_ARCHITECTURES={}".format(";".join(archs))]
|
||||
|
||||
# overwrite the Python module info if the auto-detection doesn't work.
|
||||
# export Python3_INCLUDE_DIRS=/opt/python/cp38-cp38
|
||||
# export Python3_LIBRARIES=/opt/python/cp38-cp38
|
||||
for env in ['Python3_INCLUDE_DIRS', 'Python3_LIBRARIES']:
|
||||
if env in os.environ:
|
||||
cmake_args.append("-D%s=%s" % (env, os.environ[env]))
|
||||
|
||||
if self.debug:
|
||||
cmake_args += ['-DCC_OPTIMIZE=OFF']
|
||||
|
||||
# the parallel build has to be limited on some Linux VM machine.
|
||||
cpu_number = os.environ.get('CPU_NUMBER')
|
||||
build_args = [
|
||||
'--config', config,
|
||||
'--parallel' + ('' if cpu_number is None else ' ' + cpu_number)
|
||||
]
|
||||
cmake_exe = 'cmake'
|
||||
# unlike Linux/macOS, cmake pip package on Windows fails to build some 3rd party dependencies.
|
||||
# so we have to use the cmake installed from Visual Studio.
|
||||
if os.environ.get(VSINSTALLDIR_NAME):
|
||||
cmake_exe = os.environ[VSINSTALLDIR_NAME] + \
|
||||
'Common7\\IDE\\CommonExtensions\\Microsoft\\CMake\\CMake\\bin\\cmake.exe'
|
||||
# Add this cmake directory into PATH to make sure the child-process still find it.
|
||||
os.environ['PATH'] = os.path.dirname(cmake_exe) + os.pathsep + os.environ['PATH']
|
||||
|
||||
self.spawn([cmake_exe, '-S', str(project_dir), '-B', str(build_temp)] + cmake_args)
|
||||
if not self.dry_run:
|
||||
self.spawn([cmake_exe, '--build', str(build_temp)] + build_args)
|
||||
|
||||
|
||||
class Build(_build):
|
||||
def initialize_options(self) -> None:
|
||||
super().initialize_options()
|
||||
if os.environ.get('OCOS_SCB_DEBUG', None) == '1':
|
||||
self.debug = True
|
||||
|
||||
def finalize_options(self) -> None:
|
||||
# There is a bug in setuptools that prevents the build get the right platform name from arguments.
|
||||
# So, it cannot generate the correct wheel with the right arch in Official release pipeline.
|
||||
# Force plat_name to be 'win-amd64' in Windows to fix that.
|
||||
# Since extensions cmake is only available on x64 for Windows now, it is not a problem to hardcode it.
|
||||
if sys.platform == "win32" and "arm" not in sys.version.lower():
|
||||
self.plat_name = "win-amd64"
|
||||
super().finalize_options()
|
||||
_cmds.prepare_env(TOP_DIR)
|
||||
|
||||
|
||||
def read_requirements():
|
||||
|
|
@ -195,7 +41,7 @@ def read_version():
|
|||
return version_str
|
||||
|
||||
# is it a dev build or release?
|
||||
rel_br, cid = read_git_refs() if os.path.isdir(
|
||||
rel_br, cid = _cmds.read_git_refs(TOP_DIR) if os.path.isdir(
|
||||
os.path.join(TOP_DIR, '.git')) else (True, None)
|
||||
|
||||
if rel_br:
|
||||
|
|
@ -209,16 +55,13 @@ def read_version():
|
|||
return version_str
|
||||
|
||||
|
||||
def write_py_version(ortx_version):
|
||||
def write_py_version(ext_version):
|
||||
text = ["# Generated by setup.py, DON'T MANUALLY UPDATE IT!\n",
|
||||
"__version__ = \"{}\"\n".format(ortx_version)]
|
||||
with (open(os.path.join(TOP_DIR, 'onnxruntime_extensions/_version.py'), "w")) as _f:
|
||||
_f.writelines(text)
|
||||
"__version__ = \"{}\"\n".format(ext_version)]
|
||||
with (open(os.path.join(TOP_DIR, 'onnxruntime_extensions/_version.py'), "w")) as _fver:
|
||||
_fver.writelines(text)
|
||||
|
||||
|
||||
if sys.platform == "win32":
|
||||
load_vsdevcmd()
|
||||
|
||||
ext_modules = [
|
||||
setuptools.extension.Extension(
|
||||
name=str('onnxruntime_extensions._extensions_pydll'),
|
||||
|
|
@ -255,7 +98,7 @@ setup(
|
|||
author_email='onnxruntime@microsoft.com',
|
||||
url='https://github.com/microsoft/onnxruntime-extensions',
|
||||
ext_modules=ext_modules,
|
||||
cmdclass=dict(build_ext=BuildCMakeExt, build=Build),
|
||||
cmdclass=_cmds.ortx_cmdclass,
|
||||
include_package_data=True,
|
||||
install_requires=read_requirements(),
|
||||
classifiers=[
|
||||
|
|
|
|||
|
|
@ -0,0 +1,47 @@
|
|||
import unittest
|
||||
import numpy as np
|
||||
from numpy.testing import assert_almost_equal
|
||||
from onnx import helper, onnx_pb as onnx_proto
|
||||
from onnxruntime_extensions import make_onnx_model
|
||||
from onnxruntime_extensions import get_library_path as _get_library_path
|
||||
|
||||
import onnxruntime as _ort
|
||||
|
||||
|
||||
class TestCudaOps(unittest.TestCase):
|
||||
@staticmethod
|
||||
def _create_test_model(domain='ai.onnx.contrib'):
|
||||
nodes = [
|
||||
helper.make_node('Identity', ['x'], ['identity1']),
|
||||
helper.make_node(
|
||||
'NegPos', ['identity1'], ['neg', 'pos'],
|
||||
domain=domain)
|
||||
]
|
||||
|
||||
input0 = helper.make_tensor_value_info(
|
||||
'x', onnx_proto.TensorProto.FLOAT, [])
|
||||
output1 = helper.make_tensor_value_info(
|
||||
'neg', onnx_proto.TensorProto.FLOAT, [])
|
||||
output2 = helper.make_tensor_value_info(
|
||||
'pos', onnx_proto.TensorProto.FLOAT, [])
|
||||
|
||||
graph = helper.make_graph(nodes, 'test0', [input0], [output1, output2])
|
||||
model = make_onnx_model(graph)
|
||||
return model
|
||||
|
||||
def test_cuda_negpos(self):
|
||||
so = _ort.SessionOptions()
|
||||
so.register_custom_ops_library(_get_library_path())
|
||||
onnx_model = self._create_test_model()
|
||||
self.assertIn('op_type: "NegPos"', str(onnx_model))
|
||||
sess = _ort.InferenceSession(onnx_model.SerializeToString(),
|
||||
so,
|
||||
providers=['CUDAExecutionProvider'])
|
||||
x = np.array([[0., 1., 1.5], [7., 8., -5.5]]).astype(np.float32)
|
||||
neg, pos = sess.run(None, {'x': x})
|
||||
diff = x - (neg + pos)
|
||||
assert_almost_equal(diff, np.zeros(diff.shape))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
||||
Загрузка…
Ссылка в новой задаче