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 = None
148 self.no_opencv = None
149 self.cc_debug = None
150 self.cuda_archs = None
151 self.ort_pkg_dir = None
152
153 def _parse_options(self, options):
154 for segment in options.split(','):
155 if not segment:
156 continue
157 key = segment
158 if '=' in segment:
159 key, value = segment.split('=')
160 else:
161 value = 1
162
163 key = key.replace('-', '_')
164 if not hasattr(self, key):
165 raise RuntimeError(
166 f"Unknown {ORTX_USER_OPTION} option value: {key}")
167 setattr(self, key, value)
168 return self
169
170 def finalize_options(self) -> None:
171 if CommandMixin.config_settings is not None:
172 self._parse_options(
173 CommandMixin.config_settings.get(ORTX_USER_OPTION, ""))
174 if self.cc_debug:
175 self.debug = True
176 super().finalize_options()
177
178 def run(self):
179 """
180 Perform build_cmake before doing the 'normal' stuff
181 """
182 for extension in self.extensions:
183 if extension.name == 'onnxruntime_extensions._extensions_pydll':
184 self.build_cmake(extension)
185
186 def build_cmake(self, extension):
187 project_dir = pathlib.Path().absolute()
188 build_temp = pathlib.Path(self.build_temp)
189 build_temp.mkdir(parents=True, exist_ok=True)
190 ext_fullpath = pathlib.Path(
191 self.get_ext_fullpath(extension.name)).absolute()
192
193 config = 'RelWithDebInfo' if self.debug else 'Release'
194 cmake_args = [
195 '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=' +
196 str(ext_fullpath.parent.absolute()),
197 '-DOCOS_ENABLE_CTEST=OFF',
198 '-DOCOS_BUILD_PYTHON=ON',
199 '-DOCOS_PYTHON_MODULE_PATH=' + str(ext_fullpath),
200 '-DCMAKE_BUILD_TYPE=' + config
201 ]
202
203 if self.ort_pkg_dir:
204 cmake_args += ['-DONNXRUNTIME_PKG_DIR=' + self.ort_pkg_dir]
205
206 if self.no_opencv:
207 # Disabling openCV can drastically reduce the build time.
208 cmake_args += [
209 '-DOCOS_ENABLE_OPENCV_CODECS=OFF',
210 '-DOCOS_ENABLE_CV2=OFF',
211 '-DOCOS_ENABLE_VISION=OFF']
212
213 if self.no_azure is not None:
214 azure_flag = "OFF" if self.no_azure == 1 else "ON"
215 cmake_args += ['-DOCOS_ENABLE_AZURE=' + azure_flag]
216 print("=> AzureOp build flag: " + azure_flag)
217
218 if self.use_cuda is not None:
219 cuda_flag = "OFF" if self.use_cuda == 0 else "ON"
220 cmake_args += ['-DOCOS_USE_CUDA=' + cuda_flag]
221 print("=> CUDA build flag: " + cuda_flag)
222 if cuda_flag == "ON":
223 cuda_ver = _load_cuda_version()
224 if cuda_ver is None:
225 raise RuntimeError("Cannot find nvcc in your env:path, use-cuda doesn't work")
226 if sys.platform == "win32":
227 cuda_path = os.environ.get("CUDA_PATH")
228 cmake_args += [f'-T cuda={cuda_path}']
229 f_ver = ext_fullpath.parent / "_version.py"
230 with f_ver.open('a') as _f:
231 _f.writelines(["\n", f"cuda = \"{cuda_ver}\"", "\n"])
232
233 if self.cuda_archs is not None:
234 cmake_args += ['-DCMAKE_CUDA_ARCHITECTURES=' + self.cuda_archs]
235 else:
236 smi = _load_nvidia_smi()
237 if not smi:
238 raise RuntimeError(f"Cannot detect the CUDA archs from your machine, please specify it by yourself.")
239 cmake_args += ['-DCMAKE_CUDA_ARCHITECTURES=' + smi]
240
241 # CMake lets you override the generator - we need to check this.
242 # Can be set with Conda-Build, for example.
243 cmake_generator = os.environ.get("CMAKE_GENERATOR", "")
244 # Adding CMake arguments set as environment variable
245 # (needed e.g. to build for ARM OSx on conda-forge)
246 if "CMAKE_ARGS" in os.environ:
247 cmake_args += [
248 item for item in os.environ["CMAKE_ARGS"].split(" ") if item]
249
250 if sys.platform != "win32":
251 # Using Ninja-build since it a) is available as a wheel and b)
252 # multithread automatically. MSVC would require all variables be
253 # exported for Ninja to pick it up, which is a little tricky to do.
254 # Users can override the generator with CMAKE_GENERATOR in CMake
255 # 3.15+.
256 if not cmake_generator or cmake_generator == "Ninja":
257 try:
258 import ninja # noqa: F401
259
260 ninja_executable_path = os.path.join(
261 ninja.BIN_DIR, "ninja")
262 cmake_args += [
263 "-GNinja",
264 f"-DCMAKE_MAKE_PROGRAM:FILEPATH={ninja_executable_path}",
265 ]
266 except ImportError:
267 pass
268
269 if sys.platform.startswith("darwin"):
270 cmake_args += ["-DCMAKE_OSX_DEPLOYMENT_TARGET=10.15"]
271 # Cross-compile support for macOS - respect ARCHFLAGS if set
272 archs = re.findall(r"-arch (\S+)", os.environ.get("ARCHFLAGS", ""))
273 if archs:
274 cmake_args += [
275 "-DCMAKE_OSX_ARCHITECTURES={}".format(";".join(archs))]
276
277
278 # overwrite the Python module info if the auto-detection doesn't work.
279 # export Python3_INCLUDE_DIRS=/opt/python/cp38-cp38
280 # export Python3_LIBRARIES=/opt/python/cp38-cp38
281 for env in ['Python3_INCLUDE_DIRS', 'Python3_LIBRARIES']:
282 if env in os.environ:
283 cmake_args.append("-D%s=%s" % (env, os.environ[env]))
284
285 if self.debug:
286 cmake_args += ['-DCC_OPTIMIZE=OFF']
287
288 # the parallel build has to be limited on some Linux VM machine.
289 cpu_number = os.environ.get('CPU_NUMBER')
290 build_args = [
291 '--config', config,
292 '--parallel' + ('' if cpu_number is None else ' ' + cpu_number)
293 ]
294 cmake_exe = 'cmake'
295 # unlike Linux/macOS, cmake pip package on Windows fails to build some 3rd party dependencies.
296 # so we have to use the cmake installed from Visual Studio.
297 if os.environ.get(VSINSTALLDIR_NAME):
298 cmake_exe = os.environ[VSINSTALLDIR_NAME] + \
299 'Common7\\IDE\\CommonExtensions\\Microsoft\\CMake\\CMake\\bin\\cmake.exe'
300 # Add this cmake directory into PATH to make sure the child-process still find it.
301 os.environ['PATH'] = os.path.dirname(
302 cmake_exe) + os.pathsep + os.environ['PATH']
303
304 self.spawn([cmake_exe, '-S', str(project_dir),
305 '-B', str(build_temp)] + cmake_args)
306 if not self.dry_run:
307 self.spawn([cmake_exe, '--build', str(build_temp)] + build_args)
308
309
310ortx_cmdclass = dict(build=CmdBuild,
311 develop=CmdDevelop,
312 build_ext=CmdBuildCMakeExt)