diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..a5c4c76 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.9.0 diff --git a/README.md b/README.md index 456bfbe..5113f4d 100644 --- a/README.md +++ b/README.md @@ -18,6 +18,25 @@ This code is intended only for personal privacy protection or academic research. Usage ----- +### Local Development (Most reliable and future-proof method of running fawkes) + +```commandline +# Install pyenv before running these commands +# Instructions to install pyenv vary per OS. +pyenv install 3.9.0 +pyenv global 3.9.0 +pip install poetry +# After this point global python can be anything +# the fawkes repos .python-version file tells pyenv to use 3.9.0 when inside the fawkes folder. + +pip install poetry # Install poetry + +pyenv install 3.9.0 +cd fawkes +poetry install +poetry run python .\fawkes\protection.py -d ./imgs --mode low +``` + `$ fawkes` Options: @@ -34,9 +53,6 @@ Options: `fawkes -d ./imgs --mode low` -or `python3 protection.py -d ./imgs --mode low` - - ### Tips - The perturbation generation takes ~60 seconds per image on a CPU machine, and it would be much faster on a GPU diff --git a/fawkes/differentiator.py b/fawkes/differentiator.py index 682028b..5634a11 100644 --- a/fawkes/differentiator.py +++ b/fawkes/differentiator.py @@ -195,7 +195,7 @@ class FawkesMaskGeneration: dtype=tf.float32) # make the optimizer - optimizer = tf.keras.optimizers.Adadelta(float(self.learning_rate)) + optimizer = tf.keras.optimizers.legacy.Adadelta(float(self.learning_rate)) const_numpy = np.ones(len(source_imgs)) * self.initial_const self.const = tf.Variable(const_numpy, dtype=np.float32) diff --git a/fawkes/protection.py b/fawkes/protection.py index f3853f9..3cc0bf3 100644 --- a/fawkes/protection.py +++ b/fawkes/protection.py @@ -75,7 +75,7 @@ class Fawkes(object): extractors = ["extractor_0", "extractor_2"] else: - raise Exception("mode must be one of 'min', 'low', 'mid', 'high'") + raise Exception("mode must be one of 'low', 'mid', 'high'") return th, max_step, lr, extractors def run_protection(self, image_paths, th=0.04, sd=1e7, lr=10, max_step=500, batch_size=1, format='png', diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..02a7757 --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1428 @@ +# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand. + +[[package]] +name = "absl-py" +version = "2.1.0" +description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." +optional = false +python-versions = ">=3.7" +groups = ["main"] +files = [ + {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"}, + {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"}, +] + +[[package]] +name = "astunparse" +version = "1.6.3" +description = "An AST unparser for Python" +optional = false +python-versions = "*" +groups = ["main"] +files = [ + {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"}, + {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"}, +] + +[package.dependencies] +six = ">=1.6.1,<2.0" +wheel = ">=0.23.0,<1.0" + +[[package]] +name = "bleach" +version = "6.2.0" +description = "An easy safelist-based HTML-sanitizing tool." +optional = false +python-versions = ">=3.9" +groups = ["main"] +files = [ + {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"}, + {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"}, +] + +[package.dependencies] +webencodings = "*" + +[package.extras] +css = ["tinycss2 (>=1.1.0,<1.5)"] + +[[package]] +name = "cachetools" +version = "5.5.1" +description = "Extensible memoizing collections and decorators" +optional = false +python-versions = ">=3.7" +groups = ["main"] +files = [ + {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"}, + {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"}, +] + +[[package]] +name = "certifi" +version = "2025.1.31" +description = "Python package for providing Mozilla's CA Bundle." +optional = false +python-versions = ">=3.6" +groups = ["main"] +files = [ + {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"}, + {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"}, +] + +[[package]] +name = "charset-normalizer" +version = "3.4.1" +description = "The Real First Universal Charset Detector. 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v$VERSION \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..989c290 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,48 @@ +[project] +name = "fawkes" +version = "0.1.0" +description = "" +authors = [ + {name = "Shawn Shan", email = "shawnshan@cs.uchicago.edu"} +] +license = "BSD" +homepage = "https://github.com/Shawn-Shan/fawkes" +keywords = ["fawkes", "privacy", "ML"] +classifiers = [ + "Development Status :: 3 - Alpha", + "License :: OSI Approved :: MIT License", + "Operating System :: OS Independent", + "Programming Language :: Python :: 3", + "Topic :: System :: Monitoring", +] + +readme = "README.md" +requires-python = "~=3.9" +dependencies = [ + "numpy (>=1.22,<2.0)", + "tensorflow-io-gcs-filesystem (>=0.23.1,<0.24.0)", + "tensorflow (==2.12)", + "keras (>=2.12.0,<2.13.0)", + "setuptools (>=75.8.0,<76.0.0)", + "mtcnn (>=0.1.0,<0.2.0)", + "pillow (>=11.1.0,<12.0.0)", + "bleach (>=6.2.0,<7.0.0)", + "pyqt5 (==5.15.2)", + # Despite the name amd runs this implementation fine. + # There's no built in poetry env variable that'll tell us if an AMD GPU is present (which would imply tensorflow-rocm could be a more efficient implementation). + # A script could probably be built that intelligently runs pip install under the hood but this is hard to track for a newbie. + "tensorflow-intel (==2.12.0)" + +] + + +[tool.poetry.dependencies] +python = "~3.9" + +[tool.poetry.scripts] +fawkes = "fawkes:main" + + +[build-system] +requires = ["poetry-core>=2.0.0,<3.0.0"] +build-backend = "poetry.core.masonry.api" \ No newline at end of file diff --git a/setup.py b/setup.py deleted file mode 100644 index 64e5a50..0000000 --- a/setup.py +++ /dev/null @@ -1,116 +0,0 @@ -import os -import re -import sys - -from setuptools import setup, Command - -__PATH__ = os.path.abspath(os.path.dirname(__file__)) - -with open("README.md", "r") as fh: - long_description = fh.read() - - -def read_version(): - __PATH__ = os.path.abspath(os.path.dirname(__file__)) - with open(os.path.join(__PATH__, 'fawkes/__init__.py')) as f: - version_match = re.search(r"^__version__ = ['\"]([^'\"]*)['\"]", - f.read(), re.M) - if version_match: - return version_match.group(1) - raise RuntimeError("Unable to find __version__ string") - - -__version__ = read_version() - - -# brought from https://github.com/kennethreitz/setup.py -class DeployCommand(Command): - description = 'Build and deploy the package to PyPI.' - user_options = [] - - def initialize_options(self): - pass - - def finalize_options(self): - pass - - @staticmethod - def status(s): - print(s) - - def run(self): - - assert 'dev' not in __version__, ( - "Only non-devel versions are allowed. " - "__version__ == {}".format(__version__)) - - with os.popen("git status --short") as fp: - git_status = fp.read().strip() - if git_status: - print("Error: git repository is not clean.\n") - os.system("git status --short") - sys.exit(1) - - try: - from shutil import rmtree - self.status('Removing previous builds ...') - rmtree(os.path.join(__PATH__, 'dist')) - except OSError: - pass - - self.status('Building Source and Wheel (universal) distribution ...') - os.system('{0} setup.py sdist'.format(sys.executable)) - - self.status('Uploading the package to PyPI via Twine ...') - ret = os.system('twine upload dist/*') - if ret != 0: - sys.exit(ret) - - self.status('Creating git tags ...') - os.system('git tag v{0}'.format(__version__)) - os.system('git tag --list') - sys.exit() - - -setup_requires = [] - -install_requires = [ - 'numpy>=1.19.5', - 'tensorflow==2.4.1', - 'keras==2.4.3', - 'mtcnn', - 'pillow>=7.0.0', - 'bleach>=2.1.0' -] - -setup( - name='fawkes', - version=__version__, - license='BSD', - description='An utility to protect user privacy', - long_description=long_description, - long_description_content_type='text/markdown', - url="https://github.com/Shawn-Shan/fawkes", - author='Shawn Shan', - author_email='shawnshan@cs.uchicago.edu', - keywords='fawkes privacy ML', - classifiers=[ - 'Development Status :: 3 - Alpha', - 'License :: OSI Approved :: MIT License', - "Operating System :: OS Independent", - 'Programming Language :: Python :: 3', - 'Topic :: System :: Monitoring', - ], - packages=['fawkes'], - install_requires=install_requires, - setup_requires=setup_requires, - entry_points={ - 'console_scripts': ['fawkes=fawkes:main'], - }, - cmdclass={ - 'deploy': DeployCommand, - }, - include_package_data=True, - zip_safe=False, - python_requires='>=3.5', -)