Add pip package builder for model_maker

PiperOrigin-RevId: 493989013
This commit is contained in:
MediaPipe Team 2022-12-08 14:01:17 -08:00 committed by Copybara-Service
parent 0fbaa8dc8a
commit b4e1969e43
6 changed files with 184 additions and 8 deletions

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recursive-include pip_src/mediapipe_model_maker/models *

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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
from mediapipe.model_maker.python.core.utils import quantization
from mediapipe.model_maker.python.vision import image_classifier
from mediapipe.model_maker.python.vision import gesture_recognizer
from mediapipe.model_maker.python.text import text_classifier

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@ -19,7 +19,7 @@ import os
def get_absolute_path(file_path: str) -> str: def get_absolute_path(file_path: str) -> str:
"""Gets the absolute path of a file. """Gets the absolute path of a file in the model_maker directory.
Args: Args:
file_path: The path to a file relative to the `mediapipe` dir file_path: The path to a file relative to the `mediapipe` dir
@ -27,10 +27,17 @@ def get_absolute_path(file_path: str) -> str:
Returns: Returns:
The full path of the file The full path of the file
""" """
# Extract the file path before mediapipe/ as the `base_dir`. By joining it # Extract the file path before and including 'model_maker' as the
# with the `path` which defines the relative path under mediapipe/, it # `mm_base_dir`. By joining it with the `path` after 'model_maker/', it
# yields to the absolute path of the model files directory. # yields to the absolute path of the model files directory. We must join
# on 'model_maker' because in the pypi package, the 'model_maker' directory
# is renamed to 'mediapipe_model_maker'. So we have to join on model_maker
# to ensure that the `mm_base_dir` path includes the renamed
# 'mediapipe_model_maker' directory.
cwd = os.path.dirname(__file__) cwd = os.path.dirname(__file__)
base_dir = cwd[:cwd.rfind('mediapipe')] cwd_stop_idx = cwd.rfind('model_maker') + len('model_maker')
absolute_path = os.path.join(base_dir, file_path) mm_base_dir = cwd[:cwd_stop_idx]
file_path_start_idx = file_path.find('model_maker') + len('model_maker') + 1
mm_relative_path = file_path[file_path_start_idx:]
absolute_path = os.path.join(mm_base_dir, mm_relative_path)
return absolute_path return absolute_path

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# Copyright 2022 The MediaPipe Authors. All Rights Reserved.
#
# 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.

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absl-py absl-py
mediapipe==0.9.1
numpy numpy
opencv-contrib-python opencv-python
tensorflow tensorflow>=2.10
tensorflow-datasets tensorflow-datasets
tensorflow-hub tensorflow-hub
tf-models-official>=2.10.1

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"""Copyright 2020-2022 The MediaPipe Authors. All Rights Reserved.
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-Model-Maker package with setuptools.
"""
import glob
import os
import shutil
import subprocess
import sys
import setuptools
__version__ = 'dev'
MM_ROOT_PATH = os.path.dirname(os.path.abspath(__file__))
# Build dir to copy all necessary files and build package
SRC_NAME = 'pip_src'
BUILD_DIR = os.path.join(MM_ROOT_PATH, SRC_NAME)
BUILD_MM_DIR = os.path.join(BUILD_DIR, 'mediapipe_model_maker')
def _parse_requirements(path):
with open(os.path.join(MM_ROOT_PATH, path)) as f:
return [
line.rstrip()
for line in f
if not (line.isspace() or line.startswith('#'))
]
def _copy_to_pip_src_dir(file):
"""Copy a file from bazel-bin to the pip_src dir."""
dst = file
dst_dir = os.path.dirname(dst)
if not os.path.exists(dst_dir):
os.makedirs(dst_dir)
src_file = os.path.join('../../bazel-bin/mediapipe/model_maker', file)
shutil.copyfile(src_file, file)
def _setup_build_dir():
"""Setup the BUILD_DIR directory to build the mediapipe_model_maker package.
We need to create a new BUILD_DIR directory because any references to the path
`mediapipe/model_maker` needs to be renamed to `mediapipe_model_maker` to
avoid conflicting with the mediapipe package name.
This setup function performs the following actions:
1. Copy python source code into BUILD_DIR and rename imports to
mediapipe_model_maker
2. Download models from GCS into BUILD_DIR
"""
# Copy python source code into BUILD_DIR
if os.path.exists(BUILD_DIR):
shutil.rmtree(BUILD_DIR)
python_files = glob.glob('python/**/*.py', recursive=True)
python_files.append('__init__.py')
for python_file in python_files:
# Exclude test files from pip package
if '_test.py' in python_file:
continue
build_target_file = os.path.join(BUILD_MM_DIR, python_file)
with open(python_file, 'r') as file:
filedata = file.read()
# Rename all mediapipe.model_maker imports to mediapipe_model_maker
filedata = filedata.replace('from mediapipe.model_maker',
'from mediapipe_model_maker')
os.makedirs(os.path.dirname(build_target_file), exist_ok=True)
with open(build_target_file, 'w') as file:
file.write(filedata)
# Use bazel to download GCS model files
model_build_files = ['models/gesture_recognizer/BUILD']
for model_build_file in model_build_files:
build_target_file = os.path.join(BUILD_MM_DIR, model_build_file)
os.makedirs(os.path.dirname(build_target_file), exist_ok=True)
shutil.copy(model_build_file, build_target_file)
external_files = [
'models/gesture_recognizer/canned_gesture_classifier.tflite',
'models/gesture_recognizer/gesture_embedder.tflite',
'models/gesture_recognizer/hand_landmark_full.tflite',
'models/gesture_recognizer/palm_detection_full.tflite',
'models/gesture_recognizer/gesture_embedder/keras_metadata.pb',
'models/gesture_recognizer/gesture_embedder/saved_model.pb',
'models/gesture_recognizer/gesture_embedder/variables/variables.data-00000-of-00001',
'models/gesture_recognizer/gesture_embedder/variables/variables.index',
]
for elem in external_files:
external_file = os.path.join(f'{SRC_NAME}/mediapipe_model_maker', elem)
sys.stderr.write('downloading file: %s\n' % external_file)
fetch_model_command = [
'bazel',
'build',
external_file,
]
if subprocess.call(fetch_model_command) != 0:
sys.exit(-1)
_copy_to_pip_src_dir(external_file)
_setup_build_dir()
setuptools.setup(
name='mediapipe-model-maker',
version=__version__,
url='https://github.com/google/mediapipe/tree/master/mediapipe/model_maker',
description='MediaPipe Model Maker is a simple, low-code solution for customizing on-device ML models',
author='The MediaPipe Authors',
author_email='mediapipe@google.com',
long_description='',
long_description_content_type='text/markdown',
packages=setuptools.find_packages(where=SRC_NAME),
package_dir={'': SRC_NAME},
install_requires=_parse_requirements('requirements.txt'),
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 :: 3.7',
'Programming Language :: Python :: 3.8',
'Programming Language :: Python :: 3.9',
'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', 'model', 'maker'],
)