-
Notifications
You must be signed in to change notification settings - Fork 5.2k
/
setup.py
574 lines (487 loc) · 20.2 KB
/
setup.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
"""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', 'from mediapipe.python import *\n',
'import mediapipe.python.solutions as solutions \n',
'import mediapipe.tasks.python as tasks\n', '\n\n', 'del framework\n',
'del gpu\n', 'del modules\n', 'del python\n', 'del mediapipe\n',
'del util\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 GeneratePyProtos(build_ext.build_ext):
"""Generate MediaPipe Python protobuf files by Protocol Compiler."""
def run(self):
if 'PROTOC' in os.environ and os.path.exists(os.environ['PROTOC']):
self._protoc = os.environ['PROTOC']
else:
self._protoc = shutil.which('protoc')
if self._protoc is None:
sys.stderr.write(
'protoc is not found. Please run \'apt install -y protobuf'
'-compiler\' (linux) or \'brew install protobuf\'(macos) to install '
'protobuf compiler binary.')
sys.exit(-1)
# Add __init__.py to mediapipe proto directories to make the py protos
# indexable.
proto_dirs = ['mediapipe/calculators'] + [
x[0] for x in os.walk('mediapipe/modules')
] + [x[0] for x in os.walk('mediapipe/tasks/cc')]
for proto_dir in proto_dirs:
self._add_empty_init_file(
os.path.abspath(
os.path.join(MP_ROOT_PATH, self.build_lib, proto_dir,
'__init__.py')))
# Build framework and calculator py protos.
for pattern in [
'mediapipe/framework/**/*.proto', 'mediapipe/calculators/**/*.proto',
'mediapipe/gpu/**/*.proto', 'mediapipe/modules/**/*.proto',
'mediapipe/tasks/cc/**/*.proto', 'mediapipe/util/**/*.proto'
]:
for proto_file in glob.glob(pattern, recursive=True):
# Ignore test protos.
if proto_file.endswith('test.proto'):
continue
# Ignore tensorflow protos in mediapipe/calculators/tensorflow.
if 'tensorflow' in proto_file:
continue
# Ignore testdata dir.
if 'testdata' in proto_file:
continue
self._add_empty_init_file(
os.path.abspath(
os.path.join(MP_ROOT_PATH, self.build_lib,
os.path.dirname(proto_file), '__init__.py')))
self._generate_proto(proto_file)
def _add_empty_init_file(self, init_file):
init_py_dir = os.path.dirname(init_file)
if not os.path.exists(init_py_dir):
os.makedirs(init_py_dir)
if not os.path.exists(init_file):
open(init_file, 'w').close()
def _generate_proto(self, source):
"""Invokes the Protocol Compiler to generate a _pb2.py."""
output = os.path.join(self.build_lib, source.replace('.proto', '_pb2.py'))
if not os.path.exists(output):
sys.stderr.write('generating proto file: %s\n' % output)
protoc_command = [
self._protoc, '-I.',
'--python_out=' + os.path.abspath(self.build_lib), source
]
_invoke_shell_command(protoc_command)
class BuildModules(build_ext.build_ext):
"""Build binary graphs and download external files of various MediaPipe modules."""
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()
external_files = [
'face_detection/face_detection_full_range_sparse.tflite',
'face_detection/face_detection_short_range.tflite',
'face_landmark/face_landmark.tflite',
'face_landmark/face_landmark_with_attention.tflite',
'hand_landmark/hand_landmark_full.tflite',
'hand_landmark/hand_landmark_lite.tflite',
'holistic_landmark/hand_recrop.tflite',
'iris_landmark/iris_landmark.tflite',
'palm_detection/palm_detection_full.tflite',
'palm_detection/palm_detection_lite.tflite',
'pose_detection/pose_detection.tflite',
'pose_landmark/pose_landmark_full.tflite',
'selfie_segmentation/selfie_segmentation.tflite',
'selfie_segmentation/selfie_segmentation_landscape.tflite',
]
for elem in external_files:
external_file = os.path.join('mediapipe/modules/', elem)
sys.stderr.write('downloading file: %s\n' % external_file)
self._download_external_file(external_file)
binary_graphs = [
'face_detection/face_detection_short_range_cpu.binarypb',
'face_detection/face_detection_full_range_cpu.binarypb',
'face_landmark/face_landmark_front_cpu.binarypb',
'hand_landmark/hand_landmark_tracking_cpu.binarypb',
'holistic_landmark/holistic_landmark_cpu.binarypb',
'objectron/objectron_cpu.binarypb',
'pose_landmark/pose_landmark_cpu.binarypb',
'selfie_segmentation/selfie_segmentation_cpu.binarypb'
]
for elem in binary_graphs:
binary_graph = os.path.join('mediapipe/modules/', elem)
sys.stderr.write('generating binarypb: %s\n' % binary_graph)
self._generate_binary_graph(binary_graph)
def _download_external_file(self, external_file):
"""Download an external file from GCS via Bazel."""
fetch_model_command = [
'bazel',
'build',
external_file,
]
_invoke_shell_command(fetch_model_command)
_copy_to_build_lib_dir(self.build_lib, external_file)
def _generate_binary_graph(self, binary_graph_target):
"""Generate binary graph for a particular MediaPipe binary graph target."""
bazel_command = [
'bazel',
'build',
'--compilation_mode=opt',
'--copt=-DNDEBUG',
'--action_env=PYTHON_BIN_PATH=' + _normalize_path(sys.executable),
binary_graph_target,
] + GPU_OPTIONS
if not self.link_opencv and not IS_WINDOWS:
bazel_command.append('--define=OPENCV=source')
_invoke_shell_command(bazel_command)
_copy_to_build_lib_dir(self.build_lib, binary_graph_target)
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=''):
self.bazel_target = bazel_target
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:
target_name = self.get_ext_fullpath(ext.name)
# Build x86
self._build_binary(
ext,
['--cpu=darwin', '--ios_multi_cpus=i386,x86_64,armv7,arm64'],
)
x86_name = self.get_ext_fullpath(ext.name)
# Build Arm64
ext.name = ext.name + '.arm64'
self._build_binary(
ext,
['--cpu=darwin_arm64', '--ios_multi_cpus=i386,x86_64,armv7,arm64'],
)
arm64_name = self.get_ext_fullpath(ext.name)
# Merge architectures
lipo_command = [
'lipo',
'-create',
'-output',
target_name,
x86_name,
arm64_name,
]
_invoke_shell_command(lipo_command)
# Delete the arm64 file (the x86 file was overwritten by lipo)
_invoke_shell_command(['rm', arm64_name])
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',
'--action_env=PYTHON_BIN_PATH=' + _normalize_path(sys.executable),
str(ext.bazel_target + '.so'),
] + 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)
ext_bazel_bin_path = os.path.join('bazel-bin', ext.relpath,
ext.target_name + '.so')
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)
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()
build_modules_obj = self.distribution.get_command_obj('build_modules')
build_modules_obj.link_opencv = self.link_opencv
build_ext_obj = self.distribution.get_command_obj('build_ext')
build_ext_obj.link_opencv = self.link_opencv
self.run_command('gen_protos')
self.run_command('generate_metadata_schema')
self.run_command('build_modules')
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='[email protected]',
long_description=_get_long_description(),
long_description_content_type='text/markdown',
packages=setuptools.find_packages(
exclude=['mediapipe.examples.desktop.*', 'mediapipe.model_maker.*']),
install_requires=_parse_requirements('requirements.txt'),
cmdclass={
'build_py': BuildPy,
'build_modules': BuildModules,
'build_ext': BuildExtension,
'generate_metadata_schema': GenerateMetadataSchema,
'gen_protos': GeneratePyProtos,
'install': Install,
'restore': Restore,
},
ext_modules=[
BazelExtension('//mediapipe/python:_framework_bindings'),
BazelExtension(
'//mediapipe/tasks/cc/metadata/python:_pywrap_metadata_version'),
BazelExtension(
'//mediapipe/tasks/python/metadata/flatbuffers_lib:_pywrap_flatbuffers'
),
],
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',
)