microsoft/onnxruntime-extensions

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.pyproject/cmdclass.py

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1# -*- coding: utf-8 -*-
2# Copyright (c) Microsoft Corporation. All rights reserved.
3# Licensed under the MIT License. See License.txt in the project root for
4# license information.
5###########################################################################
6
7import re
8import os
9import sys
10import pathlib
11import subprocess
12
13from textwrap import dedent
14from setuptools.command.build import build as _build
15from setuptools.command.build_ext import build_ext as _build_ext
16from setuptools.command.develop import develop as _develop
17
18VSINSTALLDIR_NAME = 'VSINSTALLDIR'
19ORTX_USER_OPTION = 'ortx-user-option'
20
21
22def _load_cuda_version():
23 nvcc_path = 'nvcc'
24 cuda_path = os.environ.get('CUDA_PATH')
25 if cuda_path is not None:
26 nvcc_path = os.path.join(cuda_path, 'bin', 'nvcc')
27 try:
28 output = subprocess.check_output([nvcc_path, "--version"], stderr=subprocess.STDOUT).decode("utf-8")
29 pattern = r"\bV(\d+\.\d+\.\d+)\b"
30 match = re.search(pattern, output)
31 if match:
32 return match.group(1)
33 except (subprocess.CalledProcessError, OSError):
34 pass
35
36 return None
37
38
39def _load_nvidia_smi():
40 try:
41 outputs = subprocess.check_output(
42 ["nvidia-smi", "--query-gpu=compute_cap", "--format=csv,noheader,nounits"],
43 stderr=subprocess.STDOUT).decode("utf-8").splitlines()
44 output = outputs[0] if outputs else ""
45 arch = output.strip().replace('.', '')
46 return arch if arch.isdigit() else None
47 except (subprocess.CalledProcessError, OSError):
48 pass
49
50 return None
51
52
53def _load_vsdevcmd(project_root):
54 if os.environ.get(VSINSTALLDIR_NAME) is None:
55 stdout, _ = subprocess.Popen([
56 'powershell', ' -noprofile', '-executionpolicy',
57 'bypass', '-f', project_root + '/tools/get_vsdevcmd.ps1', '-outputEnv', '1'],
58 stdout=subprocess.PIPE, shell=False, universal_newlines=True).communicate()
59 for line in stdout.splitlines():
60 kv_pair = line.split('=')
61 if len(kv_pair) == 2:
62 os.environ[kv_pair[0]] = kv_pair[1]
63 else:
64 import shutil
65 if shutil.which('cmake') is None:
66 raise SystemExit(
67 "Cannot find cmake in the executable path, "
68 "please run this script under Developer Command Prompt for VS.")
69
70
71def prepare_env(project_root):
72 if sys.platform == "win32":
73 _load_vsdevcmd(project_root)
74
75
76def read_git_refs(project_root):
77 release_branch = False
78 stdout, _ = subprocess.Popen(
79 ['git'] + ['log', '-1', '--format=%H'],
80 cwd=project_root,
81 stdout=subprocess.PIPE, universal_newlines=True).communicate()
82 HEAD = dedent(stdout.splitlines()[0]).strip('\n\r')
83 stdout, _ = subprocess.Popen(
84 ['git'] + ['show-ref', '--head'],
85 cwd=project_root,
86 stdout=subprocess.PIPE, universal_newlines=True).communicate()
87 for _ln in stdout.splitlines():
88 _ln = dedent(_ln).strip('\n\r')
89 if _ln.startswith(HEAD):
90 _, _2 = _ln.split(' ')
91 if _2.startswith('refs/remotes/origin/rel-'):
92 release_branch = True
93 return release_branch, HEAD
94
95
96class CommandMixin:
97 user_options = [
98 (ORTX_USER_OPTION + '=', None, "extensions options for kernel building")
99 ]
100 config_settings = None
101
102 # noinspection PyAttributeOutsideInit
103 def initialize_options(self) -> None:
104 super().initialize_options()
105 self.ortx_user_option = None
106
107 def finalize_options(self) -> None:
108 if self.ortx_user_option is not None:
109 if CommandMixin.config_settings is None:
110 CommandMixin.config_settings = {
111 ORTX_USER_OPTION: self.ortx_user_option}
112 else:
113 raise RuntimeError(
114 f"Cannot pass {ORTX_USER_OPTION} several times, like as the command args and in backend API.")
115
116 super().finalize_options()
117
118
119class CmdDevelop(CommandMixin, _develop):
120 user_options = getattr(_develop, 'user_options', []
121 ) + CommandMixin.user_options
122
123
124class CmdBuild(CommandMixin, _build):
125 user_options = getattr(_build, 'user_options', []) + \
126 CommandMixin.user_options
127
128 # noinspection PyAttributeOutsideInit
129 def finalize_options(self) -> None:
130 # There is a bug in setuptools that prevents the build get the right platform name from arguments.
131 # So, it cannot generate the correct wheel with the right arch in Official release pipeline.
132 # Force plat_name to be 'win-amd64' in Windows to fix that,
133 # since extensions cmake is only available on x64 for Windows now, it is not a problem to hardcode it.
134 if sys.platform == "win32" and "arm" not in sys.version.lower():
135 self.plat_name = "win-amd64"
136 if os.environ.get('OCOS_SCB_DEBUG', None) == '1':
137 self.debug = True
138 super().finalize_options()
139
140
141class CmdBuildCMakeExt(_build_ext):
142
143 # noinspection PyAttributeOutsideInit
144 def initialize_options(self):
145 super().initialize_options()
146 self.use_cuda = None
147 self.no_azure = True
148 self.no_opencv = True
149 self.cc_debug = None
150 self.pp_api = True
151 self.cuda_archs = None
152 self.ort_pkg_dir = None
153
154 def _parse_options(self, options):
155 for segment in options.split(','):
156 if not segment:
157 continue
158 key = segment
159 if '=' in segment:
160 key, value = segment.split('=')
161 else:
162 value = 1
163
164 key = key.replace('-', '_')
165 if not hasattr(self, key):
166 raise RuntimeError(
167 f"Unknown {ORTX_USER_OPTION} option value: {key}")
168 setattr(self, key, value)
169 return self
170
171 def finalize_options(self) -> None:
172 if CommandMixin.config_settings is not None:
173 self._parse_options(
174 CommandMixin.config_settings.get(ORTX_USER_OPTION, ""))
175 if self.cc_debug:
176 self.debug = True
177 super().finalize_options()
178
179 def run(self):
180 """
181 Perform build_cmake before doing the 'normal' stuff
182 """
183 for extension in self.extensions:
184 if extension.name == 'onnxruntime_extensions._extensions_pydll':
185 self.build_cmake(extension)
186
187 def build_cmake(self, extension):
188 project_dir = pathlib.Path().absolute()
189 build_temp = pathlib.Path(self.build_temp)
190 build_temp.mkdir(parents=True, exist_ok=True)
191 ext_fullpath = pathlib.Path(
192 self.get_ext_fullpath(extension.name)).absolute()
193
194 config = 'RelWithDebInfo' if self.debug else 'Release'
195 cmake_args = [
196 '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=' +
197 str(ext_fullpath.parent.absolute()),
198 '-DCMAKE_POLICY_VERSION_MINIMUM=3.5',
199 '-DOCOS_ENABLE_CTEST=OFF',
200 '-DOCOS_BUILD_PYTHON=ON',
201 '-DOCOS_PYTHON_MODULE_PATH=' + str(ext_fullpath),
202 '-DCMAKE_BUILD_TYPE=' + config
203 ]
204
205 if self.ort_pkg_dir:
206 cmake_args += ['-DONNXRUNTIME_PKG_DIR=' + self.ort_pkg_dir]
207
208 if self.no_opencv:
209 # Disabling openCV can drastically reduce the build time.
210 cmake_args += [
211 '-DOCOS_ENABLE_OPENCV_CODECS=OFF',
212 '-DOCOS_ENABLE_CV2=OFF']
213
214 if self.pp_api:
215 if not self.no_opencv:
216 raise RuntimeError(
217 "Cannot enable PP C API Python Wrapper without disabling OpenCV.")
218 cmake_args += ['-DOCOS_ENABLE_C_API=ON']
219
220 if self.no_azure is not None:
221 azure_flag = "OFF" if self.no_azure == 1 else "ON"
222 cmake_args += ['-DOCOS_ENABLE_AZURE=' + azure_flag]
223 print("=> AzureOp build flag: " + azure_flag)
224
225 if self.use_cuda is not None:
226 cuda_flag = "OFF" if self.use_cuda == 0 else "ON"
227 cmake_args += ['-DOCOS_USE_CUDA=' + cuda_flag]
228 print("=> CUDA build flag: " + cuda_flag)
229 if cuda_flag == "ON":
230 cuda_ver = _load_cuda_version()
231 if cuda_ver is None:
232 raise RuntimeError("Cannot find nvcc in your env:path, use-cuda doesn't work")
233 if sys.platform == "win32":
234 cuda_path = os.environ.get("CUDA_PATH")
235 cmake_args += [f'-T cuda={cuda_path}']
236 # TODO: temporarily add a flag for MSVC 19.40
237 cmake_args += ['-DCMAKE_CUDA_FLAGS_INIT=-allow-unsupported-compiler']
238 f_ver = ext_fullpath.parent / "_version.py"
239 with f_ver.open('a') as _f:
240 _f.writelines(["\n", f"cuda = \"{cuda_ver}\"", "\n"])
241
242 if self.cuda_archs is not None:
243 cmake_args += ['-DCMAKE_CUDA_ARCHITECTURES=' + self.cuda_archs]
244 else:
245 smi = _load_nvidia_smi()
246 if not smi:
247 raise RuntimeError(
248 "Cannot detect the CUDA archs from your machine, please specify it manually.")
249 cmake_args += ['-DCMAKE_CUDA_ARCHITECTURES=' + smi]
250
251 # CMake lets you override the generator - we need to check this.
252 # Can be set with Conda-Build, for example.
253 cmake_generator = os.environ.get("CMAKE_GENERATOR", "")
254 # Adding CMake arguments set as environment variable
255 # (needed e.g. to build for ARM OSx on conda-forge)
256 if "CMAKE_ARGS" in os.environ:
257 cmake_args += [
258 item for item in os.environ["CMAKE_ARGS"].split(" ") if item]
259
260 if sys.platform != "win32":
261 # Using Ninja-build since it a) is available as a wheel and b)
262 # multithread automatically. MSVC would require all variables be
263 # exported for Ninja to pick it up, which is a little tricky to do.
264 # Users can override the generator with CMAKE_GENERATOR in CMake
265 # 3.15+.
266 if not cmake_generator or cmake_generator == "Ninja":
267 try:
268 import ninja # noqa: F401
269
270 ninja_executable_path = os.path.join(
271 ninja.BIN_DIR, "ninja")
272 cmake_args += [
273 "-GNinja",
274 f"-DCMAKE_MAKE_PROGRAM:FILEPATH={ninja_executable_path}",
275 ]
276 except ImportError:
277 pass
278
279 if sys.platform.startswith("darwin"):
280 cmake_args += ["-DCMAKE_OSX_DEPLOYMENT_TARGET=10.15"]
281 # Cross-compile support for macOS - respect ARCHFLAGS if set
282 archs = re.findall(r"-arch (\S+)", os.environ.get("ARCHFLAGS", ""))
283 if archs:
284 cmake_args += [
285 "-DCMAKE_OSX_ARCHITECTURES={}".format(";".join(archs))]
286
287 # overwrite the Python module info if the auto-detection doesn't work.
288 # export Python3_INCLUDE_DIRS=/opt/python/cp38-cp38
289 # export Python3_LIBRARIES=/opt/python/cp38-cp38
290 for env in ['Python3_INCLUDE_DIRS', 'Python3_LIBRARIES']:
291 if env in os.environ:
292 cmake_args.append("-D%s=%s" % (env, os.environ[env]))
293
294 if self.debug:
295 cmake_args += ['-DCC_OPTIMIZE=OFF']
296
297 # the parallel build has to be limited on some Linux VM machine.
298 cpu_number = os.environ.get('CPU_NUMBER')
299 build_args = [
300 '--config', config,
301 '--parallel' + ('' if cpu_number is None else ' ' + cpu_number)
302 ]
303 cmake_exe = 'cmake'
304 # if sys.platform == "win32":
305 # # unlike Linux/macOS, cmake pip package on Windows fails to build some 3rd party dependencies.
306 # # so we have to use the cmake from a standalone installation or the one from Visual Studio.
307 # standalone_cmake = os.path.join(os.environ.get("ProgramFiles"), "\\CMake\\bin\\cmake.exe")
308 # if os.path.exists(standalone_cmake):
309 # cmake_exe = standalone_cmake
310 # elif os.environ.get(VSINSTALLDIR_NAME):
311 # cmake_exe = os.environ[VSINSTALLDIR_NAME] + \
312 # 'Common7\\IDE\\CommonExtensions\\Microsoft\\CMake\\CMake\\bin\\cmake.exe'
313 # # Add this cmake directory into PATH to make sure the child-process still find it.
314 # os.environ['PATH'] = os.path.dirname(
315 # cmake_exe) + os.pathsep + os.environ['PATH']
316
317 self.spawn([cmake_exe, '-S', str(project_dir),
318 '-B', str(build_temp)] + cmake_args)
319 if not self.dry_run:
320 self.spawn([cmake_exe, '--build', str(build_temp)] + build_args)
321
322
323ortx_cmdclass = dict(build=CmdBuild,
324 develop=CmdDevelop,
325 build_ext=CmdBuildCMakeExt)
326