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"""Copyright 2020-2022 The MediaPipe Authors.
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.
Setup for MediaPipe package with setuptools.
"""
import glob
import os
import platform
import posixpath
import re
import shlex
import shutil
import subprocess
import sys
import setuptools
from setuptools.command import build_ext
from setuptools.command import build_py
from setuptools.command import install
__version__ = 'dev'
MP_DISABLE_GPU = os.environ.get('MEDIAPIPE_DISABLE_GPU') != '0'
IS_WINDOWS = (platform.system() == 'Windows')
IS_MAC = (platform.system() == 'Darwin')
MP_ROOT_PATH = os.path.dirname(os.path.abspath(__file__))
MP_DIR_INIT_PY = os.path.join(MP_ROOT_PATH, 'mediapipe/__init__.py')
MP_THIRD_PARTY_BUILD = os.path.join(MP_ROOT_PATH, 'third_party/BUILD')
MP_ROOT_INIT_PY = os.path.join(MP_ROOT_PATH, '__init__.py')
GPU_OPTIONS_DISBALED = ['--define=MEDIAPIPE_DISABLE_GPU=1']
GPU_OPTIONS_ENBALED = [
'--copt=-DTFLITE_GPU_EXTRA_GLES_DEPS',
'--copt=-DMEDIAPIPE_OMIT_EGL_WINDOW_BIT',
'--copt=-DMESA_EGL_NO_X11_HEADERS',
'--copt=-DEGL_NO_X11',
]
if IS_MAC:
GPU_OPTIONS_ENBALED.append(
'--copt=-DMEDIAPIPE_GPU_BUFFER_USE_CV_PIXEL_BUFFER'
)
GPU_OPTIONS = GPU_OPTIONS_DISBALED if MP_DISABLE_GPU else GPU_OPTIONS_ENBALED
def _normalize_path(path):
return path.replace('\\', '/') if IS_WINDOWS else path
def _get_backup_file(path):
return path + '.backup'
def _parse_requirements(path):
with open(os.path.join(MP_ROOT_PATH, path)) as f:
return [
line.rstrip()
for line in f
if not (line.isspace() or line.startswith('#'))
]
def _get_long_description():
# Fix the image urls.
return re.sub(
r'(docs/images/|docs/images/mobile/)([A-Za-z0-9_]*\.(png|gif))',
r'https://github.com/google/mediapipe/blob/master/\g<1>\g<2>?raw=true',
open(os.path.join(MP_ROOT_PATH, 'README.md'),
'rb').read().decode('utf-8'))
def _check_bazel():
"""Check Bazel binary as well as its version."""
if not shutil.which('bazel'):
sys.stderr.write('could not find bazel executable. Please install bazel to'
'build the MediaPipe Python package.')
sys.exit(-1)
try:
bazel_version_info = subprocess.check_output(['bazel', '--version'])
except subprocess.CalledProcessError as e:
sys.stderr.write('fail to get bazel version by $ bazel --version: ' +
str(e.output))
sys.exit(-1)
bazel_version_info = bazel_version_info.decode('UTF-8').strip()
version = bazel_version_info.split('bazel ')[1].split('-')[0]
version_segments = version.split('.')
# Treat "0.24" as "0.24.0"
if len(version_segments) == 2:
version_segments.append('0')
for seg in version_segments:
if not seg.isdigit():
sys.stderr.write('invalid bazel version number: %s\n' % version_segments)
sys.exit(-1)
bazel_version = int(''.join(['%03d' % int(seg) for seg in version_segments]))
if bazel_version < 3004000:
sys.stderr.write(
'the current bazel version is older than the minimum version that MediaPipe can support. Please upgrade bazel.'
)
sys.exit(-1)
def _modify_opencv_cmake_rule(link_opencv):
"""Modify opencv_cmake rule to build the static opencv libraries."""
# Ask the opencv_cmake rule to build the static opencv libraries for the
# mediapipe python package. By doing this, we can avoid copying the opencv
# .so file into the package.
# On Windows, the opencv_cmake rule may need Visual Studio to compile OpenCV
# from source. For simplicity, we continue to link the prebuilt version of
# the OpenCV library through "@windows_opencv//:opencv".
if not link_opencv and not IS_WINDOWS:
content = open(MP_THIRD_PARTY_BUILD,
'r').read().replace('OPENCV_SHARED_LIBS = True',
'OPENCV_SHARED_LIBS = False')
shutil.move(MP_THIRD_PARTY_BUILD, _get_backup_file(MP_THIRD_PARTY_BUILD))
build_file = open(MP_THIRD_PARTY_BUILD, 'w')
build_file.write(content)
build_file.close()
def _add_mp_init_files():
"""Add __init__.py to mediapipe root directories to make the subdirectories indexable."""
open(MP_ROOT_INIT_PY, 'w').close()
# Save the original mediapipe/__init__.py file.
shutil.copyfile(MP_DIR_INIT_PY, _get_backup_file(MP_DIR_INIT_PY))
mp_dir_init_file = open(MP_DIR_INIT_PY, 'a')
mp_dir_init_file.writelines([
'\n',
'import mediapipe.tasks.python as tasks\n',
'from mediapipe.tasks.python.vision.core.image import Image\n',
'from mediapipe.tasks.python.vision.core.image import ImageFormat\n',
'\n\n',
"__version__ = '{}'".format(__version__),
'\n',
])
mp_dir_init_file.close()
def _copy_to_build_lib_dir(build_lib, file):
"""Copy a file from bazel-bin to the build lib dir."""
dst = os.path.join(build_lib + '/', file)
dst_dir = os.path.dirname(dst)
if not os.path.exists(dst_dir):
os.makedirs(dst_dir)
shutil.copyfile(os.path.join('bazel-bin/', file), dst)
def _invoke_shell_command(shell_commands):
"""Invokes shell command from the list of arguments."""
print('Invoking:', shlex.join(shell_commands))
try:
subprocess.run(shell_commands, check=True)
except subprocess.CalledProcessError as e:
print(e)
sys.exit(e.returncode)
class GenerateMetadataSchema(build_ext.build_ext):
"""Generate metadata python schema files."""
def run(self):
for target in [
'image_segmenter_metadata_schema_py',
'metadata_schema_py',
'object_detector_metadata_schema_py',
'schema_py',
]:
bazel_command = [
'bazel',
'build',
'--compilation_mode=opt',
'--action_env=PYTHON_BIN_PATH=' + _normalize_path(sys.executable),
'//mediapipe/tasks/metadata:' + target,
] + GPU_OPTIONS
_invoke_shell_command(bazel_command)
_copy_to_build_lib_dir(
self.build_lib,
'mediapipe/tasks/metadata/' + target + '_generated.py')
for schema_file in [
'mediapipe/tasks/metadata/metadata_schema.fbs',
'mediapipe/tasks/metadata/object_detector_metadata_schema.fbs',
'mediapipe/tasks/metadata/image_segmenter_metadata_schema.fbs',
]:
shutil.copyfile(schema_file,
os.path.join(self.build_lib + '/', schema_file))
class BazelExtension(setuptools.Extension):
"""A C/C++ extension that is defined as a Bazel BUILD target."""
def __init__(self, bazel_target, target_name='', binary_path=None):
self.bazel_target = bazel_target
self.binary_path = binary_path
self.relpath, self.target_name = (
posixpath.relpath(bazel_target, '//').split(':'))
if target_name:
self.target_name = target_name
ext_name = os.path.join(
self.relpath.replace(posixpath.sep, os.path.sep), self.target_name)
setuptools.Extension.__init__(self, ext_name, sources=[])
class BuildExtension(build_ext.build_ext):
"""A command that runs Bazel to build a C/C++ extension."""
user_options = build_ext.build_ext.user_options + [
('link-opencv', None, 'if true, build opencv from source.'),
]
boolean_options = build_ext.build_ext.boolean_options + ['link-opencv']
def initialize_options(self):
self.link_opencv = False
build_ext.build_ext.initialize_options(self)
def finalize_options(self):
build_ext.build_ext.finalize_options(self)
def run(self):
_check_bazel()
if IS_MAC:
for ext in self.extensions:
self._build_binary(
ext,
['--cpu=darwin_arm64', '--ios_multi_cpus=i386,x86_64,armv7,arm64'],
)
else:
for ext in self.extensions:
self._build_binary(ext)
build_ext.build_ext.run(self)
def _build_binary(self, ext, extra_args=None):
if not os.path.exists(self.build_temp):
os.makedirs(self.build_temp)
bazel_command = [
'bazel',
'build',
'--compilation_mode=opt',
'--copt=-DNDEBUG',
'--keep_going',
'--define=ENABLE_ODML_CONVERTER=1',
str(ext.bazel_target),
] + GPU_OPTIONS
if extra_args:
bazel_command += extra_args
if not self.link_opencv and not IS_WINDOWS:
bazel_command.append('--define=OPENCV=source')
_invoke_shell_command(bazel_command)
if ext.binary_path:
ext_bazel_bin_path = ext.binary_path
else:
ext_suffix = '.so'
ext_bazel_bin_path = os.path.join(
'bazel-bin', ext.relpath, ext.target_name + ext_suffix
)
ext_dest_path = self.get_ext_fullpath(ext.name)
ext_dest_dir = os.path.dirname(ext_dest_path)
if not os.path.exists(ext_dest_dir):
os.makedirs(ext_dest_dir)
shutil.copyfile(ext_bazel_bin_path, ext_dest_path)
if IS_WINDOWS:
for opencv_dll in glob.glob(
os.path.join('bazel-bin', ext.relpath, '*opencv*.dll')):
shutil.copy(opencv_dll, ext_dest_dir)
# Now create an empty __init__.py file in the extension directory to make
# the extension directory indexable.
init_file_path = os.path.join(ext_dest_dir, '__init__.py')
with open(init_file_path, 'w') as f:
f.write('"""Empty __init__.py file"""')
class BuildPy(build_py.build_py):
"""Build command that generates protos, builds binary graphs and extension, builds python source, and performs a cleanup afterwards."""
user_options = build_py.build_py.user_options + [
('link-opencv', None, 'if true, use the installed opencv library.'),
]
boolean_options = build_py.build_py.boolean_options + ['link-opencv']
def initialize_options(self):
self.link_opencv = False
build_py.build_py.initialize_options(self)
def finalize_options(self):
build_py.build_py.finalize_options(self)
def run(self):
_modify_opencv_cmake_rule(self.link_opencv)
_add_mp_init_files()
self.run_command('generate_metadata_schema')
self.run_command('build_ext')
build_py.build_py.run(self)
self.run_command('restore')
class Install(install.install):
"""Install command that generates protos, builds binary graphs and extension, builds python source, and performs a cleanup afterwards."""
user_options = install.install.user_options + [
('link-opencv', None, 'if true, use the installed opencv library.'),
]
boolean_options = install.install.boolean_options + ['link-opencv']
def initialize_options(self):
self.link_opencv = False
install.install.initialize_options(self)
def finalize_options(self):
install.install.finalize_options(self)
def run(self):
build_py_obj = self.distribution.get_command_obj('build_py')
build_py_obj.link_opencv = self.link_opencv
install.install.run(self)
class Restore(setuptools.Command):
"""Restore the modified mediapipe source files."""
user_options = []
def initialize_options(self):
pass
def finalize_options(self):
pass
def run(self):
# Restore the original init file from the backup.
if os.path.exists(_get_backup_file(MP_DIR_INIT_PY)):
os.remove(MP_DIR_INIT_PY)
shutil.move(_get_backup_file(MP_DIR_INIT_PY), MP_DIR_INIT_PY)
# Restore the original BUILD file from the backup.
if os.path.exists(_get_backup_file(MP_THIRD_PARTY_BUILD)):
os.remove(MP_THIRD_PARTY_BUILD)
shutil.move(_get_backup_file(MP_THIRD_PARTY_BUILD), MP_THIRD_PARTY_BUILD)
os.remove(MP_ROOT_INIT_PY)
setuptools.setup(
name='mediapipe',
version=__version__,
url='https://github.com/google/mediapipe',
description=(
'MediaPipe is the simplest way for researchers and developers to build'
' world-class ML solutions and applications for mobile, edge, cloud and'
' the web.'
),
author='The MediaPipe Authors',
author_email='mediapipe@google.com',
long_description=_get_long_description(),
long_description_content_type='text/markdown',
packages=setuptools.find_packages(
include=[
'mediapipe',
'mediapipe.tasks',
'mediapipe.tasks.*',
],
exclude=[
'mediapipe.modules.*',
'mediapipe.tasks.python.genai.bundler.llm_bundler_test',
'mediapipe.tasks.python.genai.converter.llm_converter_test',
'mediapipe.tasks.python.genai.converter.pytorch_converter_test',
'mediapipe.tasks.python.genai.converter.quantization_util_test',
'mediapipe.tasks.python.genai.converter.safetensors_converter_test',
'mediapipe.tasks.python.genai.converter.weight_bins_writer_test',
'mediapipe.tasks.python.test.*mediapipe.tasks.benchmark.*',
],
),
install_requires=_parse_requirements('requirements.txt'),
cmdclass={
'build_py': BuildPy,
'build_ext': BuildExtension,
'generate_metadata_schema': GenerateMetadataSchema,
'install': Install,
'restore': Restore,
},
ext_modules=[
BazelExtension(
'//mediapipe/tasks/c:libmediapipe_c_lib',
binary_path=(
'bazel-bin/mediapipe/tasks/c/libmediapipe.so'
),
),
],
zip_safe=False,
include_package_data=True,
classifiers=[
'Development Status :: 3 - Alpha',
'Intended Audience :: Developers',
'Intended Audience :: Education',
'Intended Audience :: Science/Research',
'License :: OSI Approved :: Apache Software License',
'Operating System :: MacOS :: MacOS X',
'Operating System :: Microsoft :: Windows',
'Operating System :: POSIX :: Linux',
'Programming Language :: Python :: 3.9',
'Programming Language :: Python :: 3.10',
'Programming Language :: Python :: 3.11',
'Programming Language :: Python :: 3.12',
'Programming Language :: Python :: 3 :: Only',
'Topic :: Scientific/Engineering',
'Topic :: Scientific/Engineering :: Artificial Intelligence',
'Topic :: Software Development',
'Topic :: Software Development :: Libraries',
'Topic :: Software Development :: Libraries :: Python Modules',
],
license='Apache 2.0',
keywords='mediapipe',
)
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